Unable to convert YOLOv4 to tflite

时间秒杀一切 提交于 2021-01-29 09:23:56

问题


I'm trying to use yolo4 in my android project but I'm having problems with conversion. The code from: https://pypi.org/project/yolov4/ has worked well on Google-Colab, though it had some problem with my CUDA version on Jupyter notebook.

I got conversion error from:

yolo.save_as_tflite("yolov4.tflite")

Error was long and I am not sure which part I should paste here.

Can someone recommend some alternative method to convert tflite version of yolo4 (preferably working on colab)?


回答1:


If you would've posted important portion of the error, that would've been helpful. I'm guessing may be you're missing some dependencies/libraries.

Anyway to get tflite version of the Yolov4, I suggest you to use this repo.

Install Dependencies:

opencv-python==4.1.1.26
lxml
tqdm
tensorflow==2.3.0rc0
absl-py
easydict
matplotlib
pillow

Download yolov4.weights file: https://drive.google.com/open?id=1cewMfusmPjYWbrnuJRuKhPMwRe_b9PaT

Save darknet weights to tfmodel that's needed for tflite conversion:

python save_model.py --weights ./data/yolov4.weights --output ./checkpoints/yolov4-416 --input_size 416 --model yolov4 --framework tflite

Convert to Yolov4 tflite version:

python convert_tflite.py --weights ./checkpoints/yolov4-416 --output ./checkpoints/yolov4-416.tflite

Additionally to test the converted tflite model:

python detect.py --weights ./checkpoints/yolov4-416.tflite --size 416 --model yolov4 --image ./data/kite.jpg --framework tflite


来源:https://stackoverflow.com/questions/62968981/unable-to-convert-yolov4-to-tflite

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