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Awesome Model Quantization ⭐ 1,449

A list of papers, docs, codes about model quantization. This repo is aimed to provide the info for model quantization research, we are continuously improving the project. Welcome to PR the works (papers, repositories) that are missed by the repo.

[CVPR'20] ZeroQ: A Novel Zero Shot Quantization Framework

Product Quantization Tree ⭐ 78

GPU-based large scale Approx. Nearest Neighbor Search, accepted at CVPR 2016

Cvpr17 Dvsq ⭐ 62

The implementation of CVPR-17 paper "Deep Visual-Semantic Quantization of Efficient Image Retrieval"

Generalized Product Quantization Network For Semi-supervised Image Retrieval - CVPR 2020

Rayuela.jl ⭐ 46

Code for my PhD thesis. Library of quantization-based methods for fast similarity search in high dimensions. Presented at ECCV 18.

Compression_paper ⭐ 44

It's All In the Teacher: Zero-Shot Quantization Brought Closer to the Teacher [CVPR 2022 Oral]

Awesome Compression Papers ⭐ 7

Paper collection about model compression and acceleration: Pruning, Quantization, Knowledge Distillation, Low Rank Factorization, etc

Quant Pack ⭐ 6

[Ongoing Project] Codebase for network quantization study.

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