深度学习模型压缩方法综述&＃xff08;一&＃xff09;

深度网络模型压缩 - CNN Compression

神经网络压缩&＃xff1a;Deep Compression

神经网络压缩&＃xff08;1&＃xff09;&＃xff1a;Deep Compression

Deep Learning&＃xff08;深度学习&＃xff09;之&＃xff08;六&＃xff09;【深度神经网络压缩】Deep Compression &＃xff08;ICLR2016 Best Paper&＃xff09;

CNN 模型压缩与加速算法综述

pruning

Pruning Convolutional Neural Networks for Resource Efficient Inference

神经网络压缩&＃xff08;3&＃xff09;&＃xff1a;Learning both Weights and Connections for Efficient Neural Network

Dynamic Network Surgery for Efficient DNNs

pytorch基于卷积层通道剪枝的方法

Network Slimming

Iterative Pruning

Quantization

神经网络压缩&＃xff08;8&＃xff09;Incremental Network Quantization: Towards Lossless CNNs with Low-precision Weights

https://github.com/Zhouaojun/Incremental-Network-Quantization

网络压缩-量化方法对比

CNN网络量化 - Quantized Convolutional Neural Networks for Mobile Devices

tensorflow模型量化

tensorflow模型的定点化

Why are Eight Bits Enough for Deep Neural Networks?

tensorflow 量化和裁剪的资料

Binary Network

【论文笔记】二值化神经网络&＃xff08;Binarized Neural Network&＃xff09;

CNN网络二值化--XNOR-Net&＃xff1a; ImageNet Classification Using Binary Convolutional Neural Networks

深度学习——缩减&＃43;召回加速网络训练

【网络优化】超轻量级网络SqueezeNet算法详解

BinaryConnect&＃xff1a; Training Deep Neural Networks with binary weights during propagations

CNN网络结构 - Refining Architectures of Deep Convolutional Neural Networks

CNN网络分解--Factorized Convolutional Neural Networks

论文笔记&＃xff1a;DeepRebirth——从非权重层入手来进行模型压缩

论文笔记&＃xff1a;ThiNet——一种filter级的模型裁剪算法

http://www.jianshu.com/u/f5c90c3856bb

https://github.com/yihui-he/channel-pruning

https://github.com/jacobgil/pytorch-pruning

https://github.com/eeric/channel_prune

https://github.com/tostq/Caffe-Python-Tutorial/blob/master/prune.py

https://github.com/tostq/Caffe-Python-Tutorial/blob/master/quantize.py

https://github.com/IntelLabs/SkimCaffe

https://github.com/WWLoveBasketball/PRUNE-BASED-ON-TENSOTFLOW

https://github.com/Aaron-Zhao123/LeNet5-testing

https://github.com/garion9013/impl-pruning-TF

https://github.com/garion9013/impl-pruning-caffemodel

https://github.com/shekkizh/TensorflowProjects/tree/master/Model_Pruning

https://github.com/ex4sperans/pruning_with_tensorflow

https://github.com/DNNToolBox/Net-Trim-v1

https://github.com/DAVIDNEWGATE/Project

https://github.com/yiwenguo/Dynamic-Network-Surgery

https://github.com/ZhouYuSong/caffe-pruned

https://github.com/sh0416/pruning

https://github.com/liuzhuang13/slimming