commit c33f35d0de9d49a74cabe4766c241df7ad06bb9b Author: fly6516 Date: Tue Mar 25 10:26:19 2025 +0800 feat(Isolators-Detection): 添加训练和验证集标签 - 在 train/labels 和 valid/labels目录下添加了多个标签文件 - 标签文件包含物体检测的坐标信息 - 此次添加的标签主要用于绝缘子检测任务 diff --git a/README.dataset.txt b/README.dataset.txt new file mode 100644 index 0000000..23b8bf2 --- /dev/null +++ b/README.dataset.txt @@ -0,0 +1,6 @@ +# isolators > 2024-06-17 7:53am +https://universe.roboflow.com/flarndan/isolators-abzgn + +Provided by a Roboflow user +License: CC BY 4.0 + diff --git a/README.roboflow.txt b/README.roboflow.txt new file mode 100644 index 0000000..6e9c8fe --- /dev/null +++ b/README.roboflow.txt @@ -0,0 +1,29 @@ + +isolators - v1 2024-06-17 7:53am +============================== + +This dataset was exported via roboflow.com on March 24, 2025 at 2:03 PM GMT + +Roboflow is an end-to-end computer vision platform that helps you +* collaborate with your team on computer vision projects +* collect & organize images +* understand and search unstructured image data +* annotate, and create datasets +* export, train, and deploy computer vision models +* use active learning to improve your dataset over time + +For state of the art Computer Vision training notebooks you can use with this dataset, +visit https://github.com/roboflow/notebooks + +To find over 100k other datasets and pre-trained models, visit https://universe.roboflow.com + +The dataset includes 130 images. +Isolators are annotated in YOLOv12 format. + +The following pre-processing was applied to each image: +* Auto-orientation of pixel data (with EXIF-orientation stripping) +* Resize to 640x480 (Stretch) + +No image augmentation techniques were applied. + + diff --git a/data.yaml b/data.yaml new file mode 100644 index 0000000..1c6891d --- /dev/null +++ b/data.yaml @@ -0,0 +1,13 @@ +train: ../train/images +val: ../valid/images +test: ../test/images + +nc: 1 +names: ['isolators'] + +roboflow: + workspace: flarndan + project: isolators-abzgn + version: 1 + license: CC BY 4.0 + url: https://universe.roboflow.com/flarndan/isolators-abzgn/dataset/1 \ No newline at end of file diff --git a/runs/detect/cable_detection/args.yaml b/runs/detect/cable_detection/args.yaml new file mode 100644 index 0000000..8b125d4 --- /dev/null +++ b/runs/detect/cable_detection/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 8 +project: null +name: cable_detection +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection diff --git a/runs/detect/cable_detection10/args.yaml b/runs/detect/cable_detection10/args.yaml new file mode 100644 index 0000000..c3b34b7 --- /dev/null +++ b/runs/detect/cable_detection10/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 8 +project: null +name: cable_detection10 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection10 diff --git a/runs/detect/cable_detection11/args.yaml b/runs/detect/cable_detection11/args.yaml new file mode 100644 index 0000000..604698d --- /dev/null +++ b/runs/detect/cable_detection11/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 8 +project: null +name: cable_detection11 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection11 diff --git a/runs/detect/cable_detection12/args.yaml b/runs/detect/cable_detection12/args.yaml new file mode 100644 index 0000000..9013b7c --- /dev/null +++ b/runs/detect/cable_detection12/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 8 +project: null +name: cable_detection12 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection12 diff --git a/runs/detect/cable_detection13/args.yaml b/runs/detect/cable_detection13/args.yaml new file mode 100644 index 0000000..8f8a9d4 --- /dev/null +++ b/runs/detect/cable_detection13/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 8 +project: null +name: cable_detection13 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection13 diff --git a/runs/detect/cable_detection14/args.yaml b/runs/detect/cable_detection14/args.yaml new file mode 100644 index 0000000..f938e27 --- /dev/null +++ b/runs/detect/cable_detection14/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 8 +project: null +name: cable_detection14 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection14 diff --git a/runs/detect/cable_detection15/args.yaml b/runs/detect/cable_detection15/args.yaml new file mode 100644 index 0000000..73cbade --- /dev/null +++ b/runs/detect/cable_detection15/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 0 +project: null +name: cable_detection15 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection15 diff --git a/runs/detect/cable_detection15/labels.jpg b/runs/detect/cable_detection15/labels.jpg new file mode 100644 index 0000000..210868e Binary files /dev/null and b/runs/detect/cable_detection15/labels.jpg differ diff --git a/runs/detect/cable_detection15/labels_correlogram.jpg b/runs/detect/cable_detection15/labels_correlogram.jpg new file mode 100644 index 0000000..454685b Binary files /dev/null and b/runs/detect/cable_detection15/labels_correlogram.jpg differ diff --git a/runs/detect/cable_detection16/args.yaml b/runs/detect/cable_detection16/args.yaml new file mode 100644 index 0000000..fe31d82 --- /dev/null +++ b/runs/detect/cable_detection16/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 0 +project: null +name: cable_detection16 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection16 diff --git a/runs/detect/cable_detection16/labels.jpg b/runs/detect/cable_detection16/labels.jpg new file mode 100644 index 0000000..210868e Binary files /dev/null and b/runs/detect/cable_detection16/labels.jpg differ diff --git a/runs/detect/cable_detection16/labels_correlogram.jpg b/runs/detect/cable_detection16/labels_correlogram.jpg new file mode 100644 index 0000000..454685b Binary files /dev/null and b/runs/detect/cable_detection16/labels_correlogram.jpg differ diff --git a/runs/detect/cable_detection17/args.yaml b/runs/detect/cable_detection17/args.yaml new file mode 100644 index 0000000..b729993 --- /dev/null +++ b/runs/detect/cable_detection17/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 8 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 0 +project: null +name: cable_detection17 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection17 diff --git a/runs/detect/cable_detection17/labels.jpg b/runs/detect/cable_detection17/labels.jpg new file mode 100644 index 0000000..210868e Binary files /dev/null and b/runs/detect/cable_detection17/labels.jpg differ diff --git a/runs/detect/cable_detection17/labels_correlogram.jpg b/runs/detect/cable_detection17/labels_correlogram.jpg new file mode 100644 index 0000000..454685b Binary files /dev/null and b/runs/detect/cable_detection17/labels_correlogram.jpg differ diff --git a/runs/detect/cable_detection18/args.yaml b/runs/detect/cable_detection18/args.yaml new file mode 100644 index 0000000..8c68855 --- /dev/null +++ b/runs/detect/cable_detection18/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 8 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 0 +project: null +name: cable_detection18 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection18 diff --git a/runs/detect/cable_detection18/labels.jpg b/runs/detect/cable_detection18/labels.jpg new file mode 100644 index 0000000..210868e Binary files /dev/null and b/runs/detect/cable_detection18/labels.jpg differ diff --git a/runs/detect/cable_detection18/labels_correlogram.jpg b/runs/detect/cable_detection18/labels_correlogram.jpg new file mode 100644 index 0000000..454685b Binary files /dev/null and b/runs/detect/cable_detection18/labels_correlogram.jpg differ diff --git a/runs/detect/cable_detection19/args.yaml b/runs/detect/cable_detection19/args.yaml new file mode 100644 index 0000000..fe1fd13 --- /dev/null +++ b/runs/detect/cable_detection19/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 8 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 0 +project: null +name: cable_detection19 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection19 diff --git a/runs/detect/cable_detection19/labels.jpg b/runs/detect/cable_detection19/labels.jpg new file mode 100644 index 0000000..210868e Binary files /dev/null and b/runs/detect/cable_detection19/labels.jpg differ diff --git a/runs/detect/cable_detection19/labels_correlogram.jpg b/runs/detect/cable_detection19/labels_correlogram.jpg new file mode 100644 index 0000000..454685b Binary files /dev/null and b/runs/detect/cable_detection19/labels_correlogram.jpg differ diff --git a/runs/detect/cable_detection2/args.yaml b/runs/detect/cable_detection2/args.yaml new file mode 100644 index 0000000..d25f589 --- /dev/null +++ b/runs/detect/cable_detection2/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 8 +project: null +name: cable_detection2 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection2 diff --git a/runs/detect/cable_detection20/args.yaml b/runs/detect/cable_detection20/args.yaml new file mode 100644 index 0000000..644dfaf --- /dev/null +++ b/runs/detect/cable_detection20/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 8 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 0 +project: null +name: cable_detection20 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection20 diff --git a/runs/detect/cable_detection20/labels.jpg b/runs/detect/cable_detection20/labels.jpg new file mode 100644 index 0000000..210868e Binary files /dev/null and b/runs/detect/cable_detection20/labels.jpg differ diff --git a/runs/detect/cable_detection20/labels_correlogram.jpg b/runs/detect/cable_detection20/labels_correlogram.jpg new file mode 100644 index 0000000..454685b Binary files /dev/null and b/runs/detect/cable_detection20/labels_correlogram.jpg differ diff --git a/runs/detect/cable_detection21/args.yaml b/runs/detect/cable_detection21/args.yaml new file mode 100644 index 0000000..7e0201e --- /dev/null +++ b/runs/detect/cable_detection21/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 8 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 0 +project: null +name: cable_detection21 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection21 diff --git a/runs/detect/cable_detection21/labels.jpg b/runs/detect/cable_detection21/labels.jpg new file mode 100644 index 0000000..210868e Binary files /dev/null and b/runs/detect/cable_detection21/labels.jpg differ diff --git a/runs/detect/cable_detection21/labels_correlogram.jpg b/runs/detect/cable_detection21/labels_correlogram.jpg new file mode 100644 index 0000000..454685b Binary files /dev/null and b/runs/detect/cable_detection21/labels_correlogram.jpg differ diff --git a/runs/detect/cable_detection22/args.yaml b/runs/detect/cable_detection22/args.yaml new file mode 100644 index 0000000..9c44718 --- /dev/null +++ b/runs/detect/cable_detection22/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 8 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 0 +project: null +name: cable_detection22 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection22 diff --git a/runs/detect/cable_detection22/labels.jpg b/runs/detect/cable_detection22/labels.jpg new file mode 100644 index 0000000..210868e Binary files /dev/null and b/runs/detect/cable_detection22/labels.jpg differ diff --git a/runs/detect/cable_detection22/labels_correlogram.jpg b/runs/detect/cable_detection22/labels_correlogram.jpg new file mode 100644 index 0000000..454685b Binary files /dev/null and b/runs/detect/cable_detection22/labels_correlogram.jpg differ diff --git a/runs/detect/cable_detection23/args.yaml b/runs/detect/cable_detection23/args.yaml new file mode 100644 index 0000000..2a54f8b --- /dev/null +++ b/runs/detect/cable_detection23/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 8 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 0 +project: null +name: cable_detection23 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection23 diff --git a/runs/detect/cable_detection23/labels.jpg b/runs/detect/cable_detection23/labels.jpg new file mode 100644 index 0000000..210868e Binary files /dev/null and b/runs/detect/cable_detection23/labels.jpg differ diff --git a/runs/detect/cable_detection23/labels_correlogram.jpg b/runs/detect/cable_detection23/labels_correlogram.jpg new file mode 100644 index 0000000..454685b Binary files /dev/null and b/runs/detect/cable_detection23/labels_correlogram.jpg differ diff --git a/runs/detect/cable_detection24/args.yaml b/runs/detect/cable_detection24/args.yaml new file mode 100644 index 0000000..07395c0 --- /dev/null +++ b/runs/detect/cable_detection24/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 8 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 0 +project: null +name: cable_detection24 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection24 diff --git a/runs/detect/cable_detection24/labels.jpg b/runs/detect/cable_detection24/labels.jpg new file mode 100644 index 0000000..210868e Binary files /dev/null and b/runs/detect/cable_detection24/labels.jpg differ diff --git a/runs/detect/cable_detection24/labels_correlogram.jpg b/runs/detect/cable_detection24/labels_correlogram.jpg new file mode 100644 index 0000000..454685b Binary files /dev/null and b/runs/detect/cable_detection24/labels_correlogram.jpg differ diff --git a/runs/detect/cable_detection25/args.yaml b/runs/detect/cable_detection25/args.yaml new file mode 100644 index 0000000..3553677 --- /dev/null +++ b/runs/detect/cable_detection25/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 8 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 2 +project: null +name: cable_detection25 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection25 diff --git a/runs/detect/cable_detection26/args.yaml b/runs/detect/cable_detection26/args.yaml new file mode 100644 index 0000000..5f70e5a --- /dev/null +++ b/runs/detect/cable_detection26/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12n.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 4 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 2 +project: null +name: cable_detection26 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection26 diff --git a/runs/detect/cable_detection27/args.yaml b/runs/detect/cable_detection27/args.yaml new file mode 100644 index 0000000..389edd9 --- /dev/null +++ b/runs/detect/cable_detection27/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12n.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 4 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 2 +project: null +name: cable_detection27 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection27 diff --git a/runs/detect/cable_detection28/args.yaml b/runs/detect/cable_detection28/args.yaml new file mode 100644 index 0000000..2167093 --- /dev/null +++ b/runs/detect/cable_detection28/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12n.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 4 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 2 +project: null +name: cable_detection28 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection28 diff --git a/runs/detect/cable_detection29/args.yaml b/runs/detect/cable_detection29/args.yaml new file mode 100644 index 0000000..7cc96c0 --- /dev/null +++ b/runs/detect/cable_detection29/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12n.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 4 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 2 +project: null +name: cable_detection29 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection29 diff --git a/runs/detect/cable_detection3/args.yaml b/runs/detect/cable_detection3/args.yaml new file mode 100644 index 0000000..7253109 --- /dev/null +++ b/runs/detect/cable_detection3/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 8 +project: null +name: cable_detection3 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection3 diff --git a/runs/detect/cable_detection30/F1_curve.png b/runs/detect/cable_detection30/F1_curve.png new file mode 100644 index 0000000..305824f Binary files /dev/null and b/runs/detect/cable_detection30/F1_curve.png differ diff --git a/runs/detect/cable_detection30/PR_curve.png b/runs/detect/cable_detection30/PR_curve.png new file mode 100644 index 0000000..cbd2e9f Binary files /dev/null and b/runs/detect/cable_detection30/PR_curve.png differ diff --git a/runs/detect/cable_detection30/P_curve.png b/runs/detect/cable_detection30/P_curve.png new file mode 100644 index 0000000..544761d Binary files /dev/null and b/runs/detect/cable_detection30/P_curve.png differ diff --git a/runs/detect/cable_detection30/R_curve.png b/runs/detect/cable_detection30/R_curve.png new file mode 100644 index 0000000..70f83ce Binary files /dev/null and b/runs/detect/cable_detection30/R_curve.png differ diff --git a/runs/detect/cable_detection30/args.yaml b/runs/detect/cable_detection30/args.yaml new file mode 100644 index 0000000..cee1ae0 --- /dev/null +++ b/runs/detect/cable_detection30/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12n.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 4 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 0 +project: null +name: cable_detection30 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection30 diff --git a/runs/detect/cable_detection30/confusion_matrix.png b/runs/detect/cable_detection30/confusion_matrix.png new file mode 100644 index 0000000..349c214 Binary files /dev/null and b/runs/detect/cable_detection30/confusion_matrix.png differ diff --git a/runs/detect/cable_detection30/confusion_matrix_normalized.png b/runs/detect/cable_detection30/confusion_matrix_normalized.png new file mode 100644 index 0000000..b9e4971 Binary files /dev/null and b/runs/detect/cable_detection30/confusion_matrix_normalized.png differ diff --git a/runs/detect/cable_detection30/labels.jpg b/runs/detect/cable_detection30/labels.jpg new file mode 100644 index 0000000..210868e Binary files /dev/null and b/runs/detect/cable_detection30/labels.jpg differ diff --git a/runs/detect/cable_detection30/labels_correlogram.jpg b/runs/detect/cable_detection30/labels_correlogram.jpg new file mode 100644 index 0000000..454685b Binary files /dev/null and b/runs/detect/cable_detection30/labels_correlogram.jpg differ diff --git a/runs/detect/cable_detection30/results.csv b/runs/detect/cable_detection30/results.csv new file mode 100644 index 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+data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 8 +project: null +name: cable_detection4 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection4 diff --git a/runs/detect/cable_detection5/args.yaml b/runs/detect/cable_detection5/args.yaml new file mode 100644 index 0000000..6805608 --- /dev/null +++ b/runs/detect/cable_detection5/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 8 +project: null +name: cable_detection5 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection5 diff --git a/runs/detect/cable_detection6/args.yaml b/runs/detect/cable_detection6/args.yaml new file mode 100644 index 0000000..ebfbda9 --- /dev/null +++ b/runs/detect/cable_detection6/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 8 +project: null +name: cable_detection6 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection6 diff --git a/runs/detect/cable_detection7/args.yaml b/runs/detect/cable_detection7/args.yaml new file mode 100644 index 0000000..3d70123 --- /dev/null +++ b/runs/detect/cable_detection7/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 8 +project: null +name: cable_detection7 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection7 diff --git a/runs/detect/cable_detection8/args.yaml b/runs/detect/cable_detection8/args.yaml new file mode 100644 index 0000000..498924f --- /dev/null +++ b/runs/detect/cable_detection8/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 8 +project: null +name: cable_detection8 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection8 diff --git a/runs/detect/cable_detection9/args.yaml b/runs/detect/cable_detection9/args.yaml new file mode 100644 index 0000000..ae13d06 --- /dev/null +++ b/runs/detect/cable_detection9/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.yaml +data: data.yaml +epochs: 50 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 8 +project: null +name: cable_detection9 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: true +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\cable_detection9 diff --git a/runs/detect/train/args.yaml b/runs/detect/train/args.yaml new file mode 100644 index 0000000..5576dd5 --- /dev/null +++ b/runs/detect/train/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.pt +data: data.yaml +epochs: 10 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: null +workers: 8 +project: null +name: train +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: false +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\train diff --git a/runs/detect/train10/args.yaml b/runs/detect/train10/args.yaml new file mode 100644 index 0000000..1adca9c --- /dev/null +++ b/runs/detect/train10/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.pt +data: data.yaml +epochs: 10 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 8 +project: null +name: train10 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: false +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\train10 diff --git a/runs/detect/train11/args.yaml b/runs/detect/train11/args.yaml new file mode 100644 index 0000000..69aecbe --- /dev/null +++ b/runs/detect/train11/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.pt +data: data.yaml +epochs: 10 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 8 +project: null +name: train11 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: false +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\train11 diff --git a/runs/detect/train12/args.yaml b/runs/detect/train12/args.yaml new file mode 100644 index 0000000..87ea06a --- /dev/null +++ b/runs/detect/train12/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.pt +data: data.yaml +epochs: 10 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 8 +project: null +name: train12 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: false +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\train12 diff --git a/runs/detect/train13/args.yaml b/runs/detect/train13/args.yaml new file mode 100644 index 0000000..74ee1ad --- /dev/null +++ b/runs/detect/train13/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.pt +data: data.yaml +epochs: 10 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 8 +project: null +name: train13 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: false +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\train13 diff --git a/runs/detect/train14/args.yaml b/runs/detect/train14/args.yaml new file mode 100644 index 0000000..c9c80ee --- /dev/null +++ b/runs/detect/train14/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.pt +data: data.yaml +epochs: 10 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 8 +project: null +name: train14 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: false +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\train14 diff --git a/runs/detect/train2/args.yaml b/runs/detect/train2/args.yaml new file mode 100644 index 0000000..0bf8046 --- /dev/null +++ b/runs/detect/train2/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.pt +data: data.yaml +epochs: 10 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: null +workers: 8 +project: null +name: train2 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: false +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\train2 diff --git a/runs/detect/train3/args.yaml b/runs/detect/train3/args.yaml new file mode 100644 index 0000000..91e71aa --- /dev/null +++ b/runs/detect/train3/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.pt +data: data.yaml +epochs: 10 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: null +workers: 8 +project: null +name: train3 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: false +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\train3 diff --git a/runs/detect/train4/args.yaml b/runs/detect/train4/args.yaml new file mode 100644 index 0000000..2392927 --- /dev/null +++ b/runs/detect/train4/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.pt +data: data.yaml +epochs: 10 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: null +workers: 8 +project: null +name: train4 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: false +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\train4 diff --git a/runs/detect/train5/args.yaml b/runs/detect/train5/args.yaml new file mode 100644 index 0000000..3761707 --- /dev/null +++ b/runs/detect/train5/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.pt +data: data.yaml +epochs: 10 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: null +workers: 8 +project: null +name: train5 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: false +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\train5 diff --git a/runs/detect/train6/args.yaml b/runs/detect/train6/args.yaml new file mode 100644 index 0000000..5d5065d --- /dev/null +++ b/runs/detect/train6/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.pt +data: data.yaml +epochs: 10 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: null +workers: 8 +project: null +name: train6 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: false +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\train6 diff --git a/runs/detect/train7/args.yaml b/runs/detect/train7/args.yaml new file mode 100644 index 0000000..d3207a4 --- /dev/null +++ b/runs/detect/train7/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.pt +data: data.yaml +epochs: 10 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: null +workers: 8 +project: null +name: train7 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: false +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\train7 diff --git a/runs/detect/train8/args.yaml b/runs/detect/train8/args.yaml new file mode 100644 index 0000000..41e5fa1 --- /dev/null +++ b/runs/detect/train8/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.pt +data: data.yaml +epochs: 10 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: null +workers: 8 +project: null +name: train8 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: false +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\train8 diff --git a/runs/detect/train8/results.csv b/runs/detect/train8/results.csv new file mode 100644 index 0000000..43646e7 --- /dev/null +++ b/runs/detect/train8/results.csv @@ -0,0 +1,2 @@ +epoch,time,train/box_loss,train/cls_loss,train/dfl_loss,metrics/precision(B),metrics/recall(B),metrics/mAP50(B),metrics/mAP50-95(B),val/box_loss,val/cls_loss,val/dfl_loss,lr/pg0,lr/pg1,lr/pg2 +1,508.279,0,154.75,0,0,0,0,0,0,198.757,0,6e-05,6e-05,6e-05 diff --git a/runs/detect/train8/train_batch0.jpg b/runs/detect/train8/train_batch0.jpg new file mode 100644 index 0000000..275fed4 Binary files /dev/null and b/runs/detect/train8/train_batch0.jpg differ diff --git a/runs/detect/train8/train_batch1.jpg b/runs/detect/train8/train_batch1.jpg new file mode 100644 index 0000000..5cd4af5 Binary files /dev/null and b/runs/detect/train8/train_batch1.jpg differ diff --git a/runs/detect/train8/train_batch2.jpg b/runs/detect/train8/train_batch2.jpg new file mode 100644 index 0000000..fb9e780 Binary files /dev/null and b/runs/detect/train8/train_batch2.jpg differ diff --git a/runs/detect/train9/args.yaml b/runs/detect/train9/args.yaml new file mode 100644 index 0000000..7be3fa2 --- /dev/null +++ b/runs/detect/train9/args.yaml @@ -0,0 +1,106 @@ +task: detect +mode: train +model: yolo12x.pt +data: data.yaml +epochs: 10 +time: null +patience: 100 +batch: 16 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: 0 +workers: 8 +project: null +name: train9 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: false +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +crop_fraction: 1.0 +cfg: null +tracker: botsort.yaml +save_dir: runs\detect\train9 diff --git a/runs/detect/val7/F1_curve.png b/runs/detect/val7/F1_curve.png new file mode 100644 index 0000000..3c36ae2 Binary files /dev/null and b/runs/detect/val7/F1_curve.png differ diff --git a/runs/detect/val7/PR_curve.png b/runs/detect/val7/PR_curve.png new file mode 100644 index 0000000..861f3bb Binary files /dev/null and b/runs/detect/val7/PR_curve.png differ diff --git a/runs/detect/val7/P_curve.png b/runs/detect/val7/P_curve.png new file mode 100644 index 0000000..8addbfb Binary files /dev/null and b/runs/detect/val7/P_curve.png differ diff --git a/runs/detect/val7/R_curve.png b/runs/detect/val7/R_curve.png new file mode 100644 index 0000000..e3879e0 Binary files /dev/null and b/runs/detect/val7/R_curve.png differ diff --git a/runs/detect/val7/confusion_matrix.png b/runs/detect/val7/confusion_matrix.png new file mode 100644 index 0000000..0298217 Binary files /dev/null and b/runs/detect/val7/confusion_matrix.png differ diff --git a/runs/detect/val7/confusion_matrix_normalized.png b/runs/detect/val7/confusion_matrix_normalized.png new file mode 100644 index 0000000..7a6ccae Binary files /dev/null and b/runs/detect/val7/confusion_matrix_normalized.png differ diff --git a/runs/detect/val7/val_batch0_labels.jpg b/runs/detect/val7/val_batch0_labels.jpg new file mode 100644 index 0000000..994522e Binary files /dev/null and b/runs/detect/val7/val_batch0_labels.jpg differ diff --git a/runs/detect/val7/val_batch0_pred.jpg b/runs/detect/val7/val_batch0_pred.jpg new file mode 100644 index 0000000..189336d Binary files /dev/null and b/runs/detect/val7/val_batch0_pred.jpg differ diff --git a/test.py b/test.py new file mode 100644 index 0000000..80f3229 --- /dev/null +++ b/test.py @@ -0,0 +1,15 @@ +from ultralytics import YOLO + +def main(): + # 加载训练好的最佳模型（假设保存在runs/detect/cable_detection/下） + model = YOLO("runs/detect/cable_detection35/weights/best.pt") + + # 在验证集上评估模型性能 + results = model.val(data="data.yaml") + + # 对测试图像进行预测示例（选择第一张测试图片） + # 需要确保测试图片路径与data.yaml中的test路径一致 + results = model.predict(source="../test/images/1.jpg", save=True, show=True) + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/train.py b/train.py new file mode 100644 index 0000000..12ea2b3 --- /dev/null +++ b/train.py @@ -0,0 +1,31 @@ +import torch +from ultralytics import YOLO + +# Create a new YOLO model from scratch +model = YOLO("yolo12n.yaml") + +# 控制 GPU 显存使用（例如限制为总显存的 70%） +#torch.cuda.set_per_process_memory_fraction(0.7, device=0) + +# 增加训练参数配置：图像大小、批次大小、学习率、数据增强等 +if __name__ == "__main__": + results = model.train( + data="data.yaml", + epochs=50, # 增加训练轮次到50（线缆识别通常需要更多迭代） + imgsz=640, # 设置输入图像尺寸 + batch=4, # 根据GPU内存调整批次大小 + lr0=0.01, # 初始学习率 + augment=True, # 启用数据增强 + name="cable_detection", # 训练结果保存目录 + device=0, # 使用GPU 0 + workers=0 +) + +# 新增：训练完成后自动评估 +results = model.val(data="data.yaml") + +# 新增：导出最佳模型到PyTorch TorchScript格式（移除ONNX依赖） +success = model.export(format="torchscript") # 使用支持的PyTorch导出格式 + +# 新增：保存原始PyTorch模型权重到model.pt +model.save('model.pt') # 直接保存.pt格式的原始模型文件 diff --git a/train/images/100_jpeg.rf.1258963866e1008c184b557aec901630.jpg b/train/images/100_jpeg.rf.1258963866e1008c184b557aec901630.jpg new file mode 100644 index 0000000..8071bb3 Binary files /dev/null and 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