channel-pruning

There are 7 repositories under channel-pruning topic.

• Lam1360 / YOLOv3-model-pruning

  在 oxford hand 数据集上对 YOLOv3 做模型剪枝（network slimming）

  channel-pruninghand-detectionmodel-pruningobject-detectionyolov3
  Language:Python 1574
• channel-pruning

  yihui-he / channel-pruning

  Channel Pruning for Accelerating Very Deep Neural Networks (ICCV'17)

  accelerationchannel-pruningdeep-neural-networksimage-classificationimage-recognitionmodel-compressionobject-detection
  Language:Python 1035

• Eric-mingjie / network-slimming

  Network Slimming (Pytorch) (ICCV 2017)

  deep-learningconvolutional-neural-networkspytorchchannel-pruningsparsity
  Language:Python 740

• mit-han-lab / amc

  [ECCV 2018] AMC: AutoML for Model Compression and Acceleration on Mobile Devices

  automlautoml-for-compressionmodel-compressionchannel-pruningefficient-modelon-device-ai
  Language:Python 354

• youzhonghui / gate-decorator-pruning

  Code for the NuerIPS'19 paper "Gate Decorator: Global Filter Pruning Method for Accelerating Deep Convolutional Neural Networks"

  channel-pruning
  Language:Jupyter Notebook 187

• deep-fry / mayo

  Mayo: Auto-generation of hardware-friendly deep neural networks. Dynamic Channel Pruning: Feature Boosting and Suppression.

  deep-learningmachine-learninghardware-accelerationmodel-compressionchannel-pruning
  Language:Python 101

• isthatyoung / Sphereface-prune

  An implementation of Channel Pruning on face recognition algorithm Sphereface.

  channel-pruningpruningcompressionface-recognitionspherefacecaffe
  Language:Python 45

• violet17 / yolov3-channel-pruning

  yolov3pytorchprunningobject-detectionchannel-pruning
  Language:Python 31

• DeNA / ChainerPruner

  ChainerPruner: Channel Pruning framework for Chainer

  chainerdeep-learningchannel-pruning
  Language:Python 21

• ivclab / Multistage_Pruning

  Cheng-Hao Tu, Jia-Hong Lee, Yi-Ming Chan and Chu-Song Chen, "Pruning Depthwise Separable Convolutions for MobileNet Compression," International Joint Conference on Neural Networks, IJCNN 2020, July 2020.

  pytorchnetwork-pruningdeep-neural-networksfilter-pruningchannel-pruningmobilenetdepthwise-separable-convolutionsmodel-compressionefficient-inference
  Language:Python 12

• YOUSIKI / PyTorch-FBS

  A PyTorch Implementation of Feature Boosting and Suppression

  pythonpytorchpytorch-implementationchannel-pruningdynamic-channel-pruning
  Language:Python 10

• anonymous429 / GNN-RL-Model-Compression

  GNN-RL Compression: Topology-Aware Network Pruning using Multi-stage Graph Embedding and Reinforcement Learning

  channel-pruninggnn-rlfilter-pruning
  Language:Python 9

• bupt-ai-cz / A-Channel-level-Pruning-Strategy-for-Convolutional-Neural-Networks

  This repo shows some code about the pruning strategy in the paper "A Channel-level Pruning Strategy for Convolutional Neural Networks". https://teacher.bupt.edu.cn/zhuchuang/en/index.htm

  attention-modelchannel-pruningcnn-model
  Language:Jupyter Notebook 7

• ZJCV / SSL

  [NIPS 2016] Learning Structured Sparsity in Deep Neural Networks

  structured-sparsity-learningzclspytorchpruningnetwork-pruningvggnetresnetlayer-pruningchannel-pruningfilter-pruning
  Language:Python 7

• georgymironov / single_shot_detection

  Single shot object detection in PyTorch

  ssdobject-detectionchannel-pruningpytorchm2detretinanetssd-mobilenetv2
  Language:Python 6

• Sephirot1st / pytorch-yolo-v3

  Channel pruning on YOLOv3-TINY

  pruningpruneyolov3-tinychannel-pruning
  Language:Python 5

• fangvv / CPSCA

  Code for paper "Channel Pruning Guided by Spatial and Channel Attention for DNNs in Intelligent Edge Computing"

  attention-mechanismcbamchannel-pruningdnnedge-computingmodel-compressionresnetsenetvgg
  Language:Python 4

• mohaimenz / pruning-vs-xnor

  Official repository for the research article "Pruning vs XNOR-Net: A ComprehensiveStudy on Deep Learning for AudioClassification in Microcontrollers"

  channel-pruningquantizationxnor-netsound-classificationaudio-classificationfilter-pruningmodel-compressionmicrocontrollersdeepleadeep-learning
  Language:Python 4

• ZJCV / NetworkSlimming

  [ICCV 2017] Learning Efficient Convolutional Networks through Network Slimming

  resnetvggnetmobilenetnetwork-slimmingpytorchzclsnetwork-pruningchannel-pruning
  Language:Python 4

• ljs0516 / resnet-network-slimming

  An re-implementation of resnet18 network slimming

  modelcompressionchannel-pruningpytorch
  Language:Python 2

• AlianBlank / BlankGetChannel

  渠道获取

  channels-apichannelchannelschannel-managerchannel-codingchannel-accesschanneladamchannel-pruningchannelychannelxunity3d-pluginunity3dunityunity-3dunity-scriptsunity-assetandroidchannelioschannel
  Language:C#

• jack-willturner / characterising-neural-compression

  Code for "Characterising Across Stack Optimisations for Deep Convolutional Neural Networks"

  deep-learningneural-accelerationsparse-matrixweight-pruningquantizationchannel-pruning
  Language:C