Initial Commit

All the models are in OpenVino IRv11 format

Three different version of yolov7-w6-pose with various QAT strategy:
- FP16
- Partial QAT (excluding the prediction head)
- Full QAT (excluding the final gathering ops that are there to rescale
the final prediction).

yolov7-fp16/model.bin

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yolov7-partial-qat/model.bin

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yolov7-partial-qat/nncf_config.json

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+{"log_dir": "./nncf_log", "compression": [{"algorithm": "quantization", "ignored_scopes": ["{re}.*IKeypoint.*"]}], "target_device": "CPU", "input_info": {"sample_size": [1, 3, 192, 192]}}

yolov7-qat/model.bin

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yolov7-qat/nncf_config.json

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+{"log_dir": "./nncf_log", "compression": [{"algorithm": "quantization", "ignored_scopes": ["Model/Sequential[model]/IKeypoint[118]/cat_0", "Model/Sequential[model]/IKeypoint[118]/view_0", "Model/Sequential[model]/IKeypoint[118]/permute_0", "Model/Sequential[model]/IKeypoint[118]/contiguous_0", "Model/Sequential[model]/IKeypoint[118]/__getitem___0", "Model/Sequential[model]/IKeypoint[118]/__getitem___1", "Model/Sequential[model]/IKeypoint[118]/sigmoid_0", "Model/Sequential[model]/IKeypoint[118]/__getitem___2", "Model/Sequential[model]/IKeypoint[118]/__mul___0", "Model/Sequential[model]/IKeypoint[118]/__sub___0", "Model/Sequential[model]/IKeypoint[118]/__add___0", "Model/Sequential[model]/IKeypoint[118]/__mul___1", "Model/Sequential[model]/IKeypoint[118]/__getitem___3", "Model/Sequential[model]/IKeypoint[118]/__mul___2", "Model/Sequential[model]/IKeypoint[118]/__pow___0", "Model/Sequential[model]/IKeypoint[118]/__mul___3", "Model/Sequential[model]/IKeypoint[118]/__getitem___4", 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"Model/Sequential[model]/IKeypoint[118]/__getitem___9", "Model/Sequential[model]/IKeypoint[118]/sigmoid_2", "Model/Sequential[model]/IKeypoint[118]/__getitem___10", "Model/Sequential[model]/IKeypoint[118]/__mul___8", "Model/Sequential[model]/IKeypoint[118]/__sub___3", "Model/Sequential[model]/IKeypoint[118]/__add___3", "Model/Sequential[model]/IKeypoint[118]/__mul___9", "Model/Sequential[model]/IKeypoint[118]/__getitem___11", "Model/Sequential[model]/IKeypoint[118]/__mul___10", "Model/Sequential[model]/IKeypoint[118]/__pow___1", "Model/Sequential[model]/IKeypoint[118]/__mul___11", "Model/Sequential[model]/IKeypoint[118]/__getitem___12", "Model/Sequential[model]/IKeypoint[118]/__mul___12", "Model/Sequential[model]/IKeypoint[118]/__sub___4", "Model/Sequential[model]/IKeypoint[118]/__add___4", "Model/Sequential[model]/IKeypoint[118]/__mul___13", "Model/Sequential[model]/IKeypoint[118]/__getitem___13", "Model/Sequential[model]/IKeypoint[118]/__mul___14", 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