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Search results for pytorch compression
compression
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pytorch
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61 search results found
Deepspeed
⭐
32,358
DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
Gan Compression
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1,063
[CVPR 2020] GAN Compression: Efficient Architectures for Interactive Conditional GANs
Srec
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918
PyTorch Implementation of "Lossless Image Compression through Super-Resolution"
Compressai
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882
A PyTorch library and evaluation platform for end-to-end compression research
Nncf
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725
Neural Network Compression Framework for enhanced OpenVINO™ inference
Neuralcompression
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430
A collection of tools for neural compression enthusiasts.
L3c Pytorch
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304
PyTorch Implementation of the CVPR'19 Paper "Practical Full Resolution Learned Lossless Image Compression"
Quantized_distillation
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266
Implements quantized distillation. Code for our paper "Model compression via distillation and quantization"
High Fidelity Generative Compression
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252
Pytorch implementation of High-Fidelity Generative Image Compression + Routines for neural image compression
Fasterai
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226
FasterAI: Prune and Distill your models with FastAI and PyTorch
Pytorchvideocompression
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211
PyTorch implementation and benchmark of Video Compression
Deep Compression Pytorch
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182
PyTorch implementation of 'Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding' by Song Han, Huizi Mao, William J. Dally
Hrank
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160
Pytorch implementation of our CVPR 2020 (Oral) -- HRank: Filter Pruning using High-Rank Feature Map
Deep K Means Pytorch
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148
[ICML 2018] "Deep k-Means: Re-Training and Parameter Sharing with Harder Cluster Assignments for Compressing Deep Convolutions"
Pytorch Vcii
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139
Video Compression through Image Interpolation (ECCV'18) [PyTorch]
Pytorch Image Comp Rnn
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130
PyTorch implementation of Full Resolution Image Compression with Recurrent Neural Networks
Torchprune
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130
A research library for pytorch-based neural network pruning, compression, and more.
Bk Sdm
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124
A Compressed Stable Diffusion for Efficient Text-to-Image Generation [ICCV'23 Demo] [ICML'23 Workshop]
Deepinfomaxpytorch
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123
Learning deep representations by mutual information estimation and maximization
Agd
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102
[ICML2020] "AutoGAN-Distiller: Searching to Compress Generative Adversarial Networks" by Yonggan Fu, Wuyang Chen, Haotao Wang, Haoran Li, Yingyan Lin, Zhangyang Wang
Shiftresnet Cifar
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92
ResNet with Shift, Depthwise, or Convolutional Operations for CIFAR-100, CIFAR-10 on PyTorch
Mmdetection
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81
OpenVINO Training Extensions Object Detection
Lossyless
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76
Generic image compressor for machine learning. Pytorch code for our paper "Lossy compression for lossless prediction".
Compressai Vision
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66
CompressAI-Vision helps you design, test and compare Video Compression for Machines pipelines. Compression methods can be either pulled from custom AI-based modules from CompressAI or traditional codecs such as H.266/VVC.
Blockcnn
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60
BlockCNN: A Deep Network for Artifact Removal and Image Compression
Diffjpeg
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55
Musco Pytorch
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55
MUSCO: MUlti-Stage COmpression of neural networks
Gan Slimming
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51
[ECCV 2020] "All-in-One GAN Compression by Unified Optimization" by Haotao Wang, Shupeng Gui, Haichuan Yang, Ji Liu, and Zhangyang Wang
Model Compression And Acceleration Progress
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50
Repository to track the progress in model compression and acceleration
Accv_tinygan
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44
BigGAN; Knowledge Distillation; Black-Box; Fast Training; 16x compression
Prunnable Layers Pytorch
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43
Prunable nn layers for pytorch.
Fasterai1
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35
FasterAI: A repository for making smaller and faster models with the FastAI library.
Compressed Transformer
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29
Compression of NMT transformer model with tensor methods
Jpq
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27
CIKM'21: JPQ substantially improves the efficiency of Dense Retrieval with 30x compression ratio, 10x CPU speedup and 2x GPU speedup.
Deep Compression.pytorch
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26
Unofficial Pytorch implementation of Deep Compression in CIFAR10
Pytorch Pcen
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19
PyTorch reimplementation of per-channel energy normalization for audio.
Fidelity_controllable_compression
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19
Official PyTorch Implementation of Fidelity Controllable Extreme Image Compression with GAN
Neu Compression Sum
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18
Joint Extraction & Compression text Summarization
Dsp
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17
PyTorch implementation of "Dynamic Structure Pruning for Compressing CNNs" (AAAI 2023 Oral)
Ssd Pruning And Quantization
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16
Pruning and quantization for SSD. Model compression.
Pccai
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15
PccAI is a framework for AI-based point cloud compression
Deepvideo
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14
Deep learning for video compression.
Learning_filter_basis
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14
Pytorch implemenation of "Learning Filter Basis for Convolutional Neural Network Compression" ICCV2019
Ndic
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14
Neural Distributed Image Compression using Common Information (NDIC)
Edar
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12
PyTorch implementation of Deep Convolution Networks based on EDSR for Compression(Jpeg) Artifacts Reduction
Qmapcompression
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12
Official implementation of "Variable-Rate Deep Image Compression through Spatially-Adaptive Feature Transform", ICCV 2021
Arcnn Pytorch
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12
PyTorch implementation of Deep Convolution Networks for Compression Artifacts Reduction (ICCV 2015)
End To End Compression
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12
A code to implement end to end image compression framework
Localbitsback
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11
Compression with Flows via Local Bits-Back Coding
Tensor_rnn
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9
An implementation of various tensor-based decomposition for NN & RNN parameters
Wavelet Network Compression
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9
A PyTorch implementation for Neural Network compression with learnable wavelets. The corresponding paper titled 'Neural Network compression via learnable wavelet transforms' appeared at ICANN 2020.
Snet Pytorch
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8
PyTorch implementation of S-Net: A Scalable Convolutional Neural Network for JPEG Compression Artifact Reduction (2018)
Eve Mli
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8
eve-mli: making learning interesting
Bandlimited Cnns
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8
Band-limited Training and Inference for Convolutional Neural Networks
Rplvc
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8
Project page for the paper: "Liu C, Sun H, Katto J, et al.Learned Video Compression with Residual Prediction and Loop Filter"
Sentence_compression
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7
Simple model for sentence compression (a.k.a Baseline in Klerke et al., NAACL 2016)
Torchvtk
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6
PyTorch volume toolkit. Efficient data loading, dataset conversions, visualization tools
Hsi Toolbox
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6
Hyperspectral CNN compression and band selection
Cnn_compression_rank_selection_bayesopt
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6
Bayesian Optimization-Based Global Optimal Rank Selection for Compression of Convolutional Neural Networks, IEEE Access
Awesome Of Awesomes
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5
Hashed_nets
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5
PyTorch implementation of HashedNets
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