filter-pruning

There are 1 repository under filter-pruning topic.

• lucaslie / torchprune

  A research library for pytorch-based neural network pruning, compression, and more.

  neural-networksfilter-pruningweight-pruningcoresetsdeep-learninggeneralization-abilitypytorchmachine-learningtensor-decompositionsparsificationsparsitycompressionneural-architecture-searchtinymlpruningpruning-algorithms
  Language:Shell 162

• MingSun-Tse / Regularization-Pruning

  [ICLR'21] Neural Pruning via Growing Regularization (PyTorch)

  pruningfilter-pruningmodel-compressionefficient-neural-networksregularization
  Language:Python 82

• ofsoundof / group_sparsity

  Group Sparsity: The Hinge Between Filter Pruning and Decomposition for Network Compression. CVPR2020.

  network-compressionfilter-pruninglow-rank-approximationgroup-sparsityproximal-gradient-descent
  Language:Python 62

• MingSun-Tse / ASSL

  [NeurIPS'21 Spotlight] Aligned Structured Sparsity Learning for Efficient Image Super-Resolution (PyTorch)

  filter-pruningmodel-compressionneural-network-pruningpruningsuper-resolution
  Language:Python 59

• yusx-swapp / 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 51

• gaborvecsei / Ridurre-Network-Filter-Pruning-Keras

  Keras model convolutional filter pruning package

  deep-learningfilter-pruningkeraskeras-layermachine-learningnetworkpruningpythonpython3tensorflow
  Language:Python 44

• Eclipsess / CHIP_NeurIPS2021

  Code for CHIP: CHannel Independence-based Pruning for Compact Neural Networks (NeruIPS 2021).

  pruningmodel-compressiondeep-neural-networksstructured-pruningdeep-learningfilter-pruningpytorch
  Language:Python 33

• lehduong / kesi

  Knowledge distillation from Ensembles of Iterative pruning (BMVC 2020)

  network-pruningpytorchdeep-learningconvolutional-neural-networksimage-netstructured-pruningunstructured-pruningfilter-pruningweight-pruningiterative-pruning
  Language:Jupyter Notebook 26
• EKG

  sseung0703 / EKG

  Ensemble Knowledge Guided Sub-network Search and Fine-tuning for Filter Pruning

  filter-pruningtensorflow-examples
  Language:Python 17

• 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 16

• ZJCV / SSL

  [NIPS 2016] Learning Structured Sparsity in Deep Neural Networks

  structured-sparsity-learningzclspytorchpruningnetwork-pruningvggnetresnetlayer-pruningchannel-pruningfilter-pruning
  Language:Python 14

• pvti / CORING

  :ring: Efficient tensor decomposition-based filter pruning

  filter-pruningnetwork-compressionstructured-pruningtensor-decompositiontinymlhosvdtucker-decompositionnetwork-pruning
  Language:Jupyter Notebook 11

• 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 9

• pedbrgs / Pruning-Darknet

  Filter pruning techniques of convolutional neural networks implemented with the Darknet framework.

  darknetyolov4filter-pruningconvolutional-neural-networks
  Language:Python 8

• jayChung0302 / ImageChannelReduction

  Official Pytorch implementation of "Filter Pruning by Image Channel Reduction in Pre-Trained Convolutional Neural Networks".

  filter-pruninglayer-pruningfacial-expression-recognition
  Language:Python 5

• cloudpark93 / easy-filter-pruning

  An easy way to conduct filter-pruning for Convolutional layers and fully connected layers

  filter-pruningkeras
  Language:Python 4

• semchan / DCT_Pruning

  code for your paper "Discrete cosine transform for filter pruning"

  filter-pruning
  Language:Python 4

• sisyphus-cv-lab / MODNet-ModelCompression

  对人像抠图模型MODNet进行滤波器级别的剪枝，结合自适应与固定比例策略。

  adaptivechannel-pruningfilter-pruningmobilenetv2pytorchmodnet-pmodnetsegmentation
  Language:Python 4

• mediaic / CAIE-Filter-Pruning

  Constraint-Aware Importance Estimation for Global Filter Pruning under Multiple Resource Constraints (CVPRW2020)

  pruningfilter-pruningmultiple-constraintsoptimal-path
  Language:Python 3

• cloudpark93 / Synapse_Inspired_Filter_Pruning

  In the human synaptic system, there are two important channels known as excitatory and inhibitory neurotransmitters that transmit a signal from a neuron to a cell. Adopting the neuroscientific perspective, we propose a synapse-inspired filter pruning method.

  filter-pruningkeraspruning
  Language:Python 1
• Shallow-Waters

  KonstantinosBarmpas / Shallow-Waters

  [Master Thesis] Research project at the Data Analytics Lab in collaboration with Daedalean AI. The thesis was submitted to both ETH Zürich and Imperial College London.

  machine-learningmaster-thesiscertificationneural-networksmodel-distillationadversarial-machine-learningadversarial-attacksfilter-pruning
  Language:Jupyter Notebook 0