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Add tools for quantization and quantized models#36

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fengyuentau merged 6 commits intoopencv:masterfrom
fengyuentau:add_quantization_scripts_and_models
Jan 8, 2022
Merged

Add tools for quantization and quantized models#36
fengyuentau merged 6 commits intoopencv:masterfrom
fengyuentau:add_quantization_scripts_and_models

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@fengyuentau fengyuentau commented Jan 6, 2022

  • add tools for quantization
  • add quantized models
Model Quantized? Correctness NOTE
YuNet Passed AP on WiderFace Val: E:0.827, M:0.820, H: 0.709 (drops ~0.02)
SFace Passed Accuracy on LFW: 0.815 (drops about ~0.005)
PP-HumanSeg
PP-ResNet50
DaSiamRPN x
YoutuReID
WeChatQRCode x Tiny enough and won't be quantized
DB-EN x Some nodes failed after quantization
DB-CN x Some nodes failed after quantization
CRNN-EN
CRNN-CN

@fengyuentau fengyuentau added the feature New feature or request label Jan 6, 2022
@fengyuentau fengyuentau self-assigned this Jan 6, 2022
@fengyuentau fengyuentau merged commit 77e0adb into opencv:master Jan 8, 2022
@fengyuentau fengyuentau deleted the add_quantization_scripts_and_models branch January 8, 2022 05:53
fengyuentau added a commit that referenced this pull request Jun 8, 2023
* add scripts for quantization

* update path to pp-resnet50

* add quantized models

* rename dict to models

* add requirements and readme

* fix typos
@fengyuentau fengyuentau added this to the 4.9.0 (first release) milestone Dec 28, 2023
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