yolov9-wholebody15-onnxruntime-web-test

A test environment running yolov9-wholebody15 on onnxruntime-web.

model: https://github.com/PINTO0309/PINTO_model_zoo/tree/main/456_YOLOv9-Wholebody15

CPU (Wasm)

• optimization

  python \
  -m onnxruntime.tools.convert_onnx_models_to_ort \
  yolov9_s_wholebody15_post_0145_1x3x480x640.onnx

• Starting the inference web server

  python -m http.server
  

• Displaying a web page (with Wasm)

  http://localhost:8000/test.html

• Results

  • YOLOv9-S

    

  • YOLOv9-T

    

  • YOLOv9-N

    

WebGPU

• ONNX WebGPU optimization

  ./convert_script.sh

• Starting the inference web server

  python -m http.server
  

• Displaying a web page (with WebGPU)

  http://localhost:8000/test-webgpu.html

• Results

  • Image

    

  • yolov9_s_wholebody15_post_0145_1x3x480x640_webgpu.with_runtime_opt.ort

    

TensorFlow.js

pip install -U onnx2tf

pip install -U --no-deps \
tensorflowjs \
tensorflow_decision_forests \
ydf \
tensorflow_hub

onnx2tf -i yolov9_n_wholebody15_post_0145_1x3x480x640.onnx -cotof -dgc

tensorflowjs_converter \
--input_format tf_saved_model \
--output_format tfjs_graph_model \
saved_model \
tfjs_model

• Starting the inference web server

  python -m http.server
  

• Displaying a web page (with TensorFlow.js)

  http://localhost:8000/test-tfjs.html

• Results

  

• Displaying a web page (with TensorFlow.js + USB Camera)

  http://localhost:8000/test-tfjs-usbcam.html

• Results

  Kazam_screencast_00011_.mp4