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onnx / models

A collection of pre-trained, state-of-the-art models in the ONNX format
http://onnx.ai/models/
Apache License 2.0
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Can we include some quantized models w.r.t. Quantization-aware Training? #362

Open zhenhuaw-me opened 4 years ago

zhenhuaw-me commented 4 years ago

Model Request

Which model would you like to see in the model zoo?

A quantized MobileNet (doesn't matter which version) could be fine. TensorFlow has published end to end quantized MobileNetV1.

Describe why this model is relevant

I am interested in the quantization representation of ONNX, and how it peserves quantization parameters which are generated by frameworks during quantization-aware training. I have read ONNX documents and operator spec, but a quantized model could have great impact to help people understand ONNX quantization. It won't be limited to MobileNet I think.

Model information

Source repository (e.g. Github link): TFLite quantized MobileNetV1 doc. Model Zoo category (e.g. Vision): Vision or any. Model Zoo sub-category (e.g. Image Classification): Image Classification or any.

Please feel free to ping me if any addition information is needed.

askhade commented 4 years ago

@yufengli : Do we have a quantized version of mobilenet ready for model zoo? If not then is there any other quantized model that we can start with?

vinitra-zz commented 3 years ago

@sveta-levitan -- I think you were mentioning a model contribution along these lines at a previous model zoo meeting as well.