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Export YOLOv5 models for mobile device
source link: http://www.donghao.org/2020/11/13/export-yolov5-models-for-mobile-device/
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Export YOLOv5 models for mobile device
Somebody has finished the work about exporting YOLOv5 models to tflite model. To use it, we only need to:
git clone --single-branch --branch tf-export https://github.com/zldrobit/yolov5.git cd yolov5 # it will download all pytorch models sh -x weights/download_weights.sh # export a tflite model from yolov5l PYTHONPATH=. python3 models/tf.py --weights yolov5l.pt --cfg models/yolov5l.yaml --img 640 # there will be a tflite model file ls yolov5l-fp16.tflite
Python
git clone --single-branch --branch tf-export https://github.com/zldrobit/yolov5.git
cd yolov5
# it will download all pytorch models
sh -x weights/download_weights.sh
# export a tflite model from yolov5l
PYTHONPATH=. python3 models/tf.py --weights yolov5l.pt --cfg models/yolov5l.yaml --img 640
# there will be a tflite model file
ls yolov5l-fp16.tflite
The model file yolov5l-fp16.tflite is 91MB, which is a little too big but still could be put into a mobile phone.
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tflite, YOLO
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