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    26 repositories

    • FisherPruning

      Public
      Group Fisher Pruning for Practical Network Compression(ICML2021)
      Python
      •15•0•0•0•Updated Jun 21, 2021Jun 21, 2021

    • Centripetal-SGD

      Public
      Codes of Centripetal SGD
      Python
      •
      Apache License 2.0
      •11•0•0•0•Updated May 18, 2021May 18, 2021

    • biprop

      Public
      Identify a binary weight or binary weight and activation subnetwork within a randomly initialized network by only pruning and binarizing the network.
      Python
      •
      Apache License 2.0
      •12•0•0•0•Updated Apr 12, 2021Apr 12, 2021

    • torchprune

      Public
      A research library for pytorch-based neural network pruning, compression, and more.
      Shell
      •
      MIT License
      •24•0•0•0•Updated Apr 9, 2021Apr 9, 2021

    • permute-quantize-finetune

      Public
      Using ideas from product quantization for state-of-the-art neural network compression.
      Python
      •
      Other
      •15•0•0•0•Updated Oct 31, 2020Oct 31, 2020

    • flowandprune

      Public
      Code repository for the paper "A Gradient Flow Framework for Analyzing Network Pruning"
      Python
      •
      MIT License
      •7•0•0•0•Updated Sep 24, 2020Sep 24, 2020

    • Versatile-Filters

      Public
      Pytorch code for paper: Learning Versatile Filters for Efficient Convolutional Neural Networks (NeurIPS 2018)
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •16•0•0•0•Updated Sep 10, 2019Sep 10, 2019

    • modelcompression-2019

      Public
      Jupyter Notebook
      •9•0•0•0•Updated Jun 29, 2019Jun 29, 2019

    • MSDNet

      Public
      Multi-Scale Dense Convolutional Networks for Efficient Prediction
      Lua
      •
      MIT License
      •94•0•0•0•Updated Jan 4, 2018Jan 4, 2018

    • mnist_distilling_John

      Public
      reproduce 《Distilling the Knowledge in a Neural Network》
      deep-learningmodel-compression
      Jupyter Notebook
      •3•7•0•0•Updated Dec 19, 2017Dec 19, 2017

    • VGG-or-MobileNet-SSD

      Public
      Caffe implementation of Google VGG/MobileNet/ShuffleNet SSD detection network. Ref: (https://github.com/chuanqi305/MobileNet-SSD) (https://github.com/weiliu89/caffe)
      C++
      •
      Other
      •60•0•0•0•Updated Dec 9, 2017Dec 9, 2017

    • awesome-knowledge-distillation

      Public
      Awesome Knowledge Distillation
      493•0•0•0•Updated Dec 4, 2017Dec 4, 2017

    • caffe

      Public
      Caffe for Sparse and Low-rank Deep Neural Networks
      compression
      C++
      •
      Other
      •134•0•0•0•Updated Nov 22, 2017Nov 22, 2017

    • channel-pruning

      Public
      Channel Pruning for Accelerating Very Deep Neural Networks
      Python
      •310•0•0•0•Updated Nov 10, 2017Nov 10, 2017

    • Low-Rank-Bilinear-Pooling

      Public
      Fine-grained classification with powerful second order statistics in a compact end-to-end trainable model (low rank bilinear pooling for fine-grained classification)
      C++
      •36•0•0•0•Updated Oct 31, 2017Oct 31, 2017

    • SqueezeNet

      Public
      SqueezeNet: AlexNet-level accuracy with 50x fewer parameters
      BSD 2-Clause "Simplified" License
      •723•0•0•0•Updated Oct 18, 2017Oct 18, 2017

    • Distilling-the-knowledge-in-neural-network

      Public
      Teaches a student network from the knowledge obtained via training of a larger teacher network
      Python
      •53•0•0•0•Updated Oct 8, 2017Oct 8, 2017

    • Caffe-ShuffleNet

      Public
      This is re-implementation of "ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices"
      C++
      •55•0•0•0•Updated Aug 9, 2017Aug 9, 2017

    • ThiNet

      Public
      caffe model of ICCV'17 paper - ThiNet: A Filter Level Pruning Method for Deep Neural Network Compression https://arxiv.org/abs/1707.06342
      40•0•0•0•Updated Aug 3, 2017Aug 3, 2017

    • image-compression-cnn

      Public
      Semantic JPEG image compression using deep convolutional neural network (CNN)
      Python
      •
      MIT License
      •84•0•0•0•Updated Jun 21, 2017Jun 21, 2017

    • SampleCaffeModelCompression

      Public
      This is a really simple compression of Caffe Model
      C++
      •
      Other
      •10•0•0•0•Updated Apr 23, 2017Apr 23, 2017

    • distilling-nn

      Public
      Tensorflow implementation of Distilling the Knowledge in a Neural Network
      Jupyter Notebook
      •4•0•0•0•Updated Apr 19, 2017Apr 19, 2017

    • model_compression

      Public
      Implementation of model compression with knowledge distilling method.
      Python
      •101•0•0•0•Updated Jan 3, 2017Jan 3, 2017

    • CaffeModelCompression

      Public
      Tool to compress trained caffe weights
      C
      •52•0•0•0•Updated May 25, 2016May 25, 2016

    • Deep-Compression-AlexNet

      Public
      Deep Compression on AlexNet
      Python
      •209•0•0•0•Updated May 17, 2016May 17, 2016

    • lowrankcnn

      Public
      Low-rank convolutional neural networks
      Lua
      •44•0•0•0•Updated Mar 24, 2016Mar 24, 2016