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vp-qod's Introduction

VP-QOD

💫 A Versatile Playground for Quantizing 2D Object Detectors 💫

This project is built upon MQBench(V0.0.7) and MMDetection(V2.28.2), with adjustments made to the codebases of both and deep integration achieved. Experimental setups for Vanilla PTQ, Advanced PTQ, and QAT, among others, can be conducted based on existing Detector & Config. However, this framework is only suitable for quantizing detectors in an academic setting. Alignment and deployment across various hardware platforms are not currently supported.

[NOTE] Our code is currently under modification and the full version will be release no later than July. Please be patient and stay tuned. 😲

本项目的初衷是打造一个可以对目标检测模型进行QAT训练实验的工程。在经历过许多曲折后,终确定以MQBench和MMDetection耦合的方式实现工程。后来又扩展到了能支持Vanilla PTQ、Advance PTQ实验。目前能支持的模型有RetinaNet、ATSS、SSDLite、YOLOX;

如果你喜欢该工程,记得点个星星!如果你有学术论文上的引用需求,请别忘了引用HQOD and QFOD:

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HQOD指标放榜(包括参数文件放链接):

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