from ultralytics import YOLO

# Load the YOLO11 model
model = YOLO("runs/detect/train/weights/best.pt")

# Export the model to TFLite format
model.export(format="tflite")  # creates 'yolo11n_float32.tflite'

# Load the exported TFLite model
tflite_model = YOLO("runs/detect/train/weights/best.tflite")

# Run inference
results = tflite_model("datasets/valid/images/2007_000042_jpg.rf.dadefef10ec4b9422a1689f7ce40588e.jpg")