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Search results for deep learning compression
compression
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deep-learning
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57 search results found
Deepspeed
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32,358
DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
Pocketflow
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2,553
An Automatic Model Compression (AutoMC) framework for developing smaller and faster AI applications.
Model Optimization
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1,445
A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.
Compressai
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882
A PyTorch library and evaluation platform for end-to-end compression research
Compression
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796
Data compression in TensorFlow
Nncf
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725
Neural Network Compression Framework for enhanced OpenVINO™ inference
Deep Compression Alexnet
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599
Deep Compression on AlexNet
Embedded Neural Network
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547
collection of works aiming at reducing model sizes or the ASIC/FPGA accelerator for machine learning
Awesome Deep Neural Network Compression
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475
Summary, Code for Deep Neural Network Quantization
Hdrcnn
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448
HDR image reconstruction from a single exposure using deep CNNs
Neuralcompression
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430
A collection of tools for neural compression enthusiasts.
Awesome Ml Model Compression
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378
Awesome machine learning model compression research papers, tools, and learning material.
Yolobile
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337
This is the implementation of YOLObile: Real-Time Object Detection on Mobile Devices via Compression-Compilation Co-Design
Awesome Model Compression And Acceleration
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329
a list of awesome papers on deep model ompression and acceleration
Caffe
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323
Caffe for Sparse and Low-rank Deep Neural Networks
Model Compression Papers
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306
Papers for deep neural network compression and acceleration
Swin2sr
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303
Swin2SR: SwinV2 Transformer for Compressed Image Super-Resolution and Restoration. Advances in Image Manipulation (AIM) workshop ECCV 2022. Try it out! over 1.8 M runs https://replicate.com/mv-lab/swin2sr
Dvc
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262
DVC: An End-to-end Deep Video Compression Framework, CVPR 2019 (Oral)
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
Mobile Id
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180
Deep Face Model Compression
Network Speed And Compression
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176
Network acceleration methods
Tutorial_bayesiancompressionfordl
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174
A tutorial on "Bayesian Compression for Deep Learning" published at NIPS (2017).
Singleviewreconstruction
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159
Official Code: 3D Scene Reconstruction from a Single Viewport
Keras_compressor
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152
Model Compression CLI Tool for Keras.
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"
Torchprune
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130
A research library for pytorch-based neural network pruning, compression, and more.
Thinet
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129
caffe model of ICCV'17 paper - ThiNet: A Filter Level Pruning Method for Deep Neural Network Compression https://arxiv.org/abs/1707.06342
Exrs
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128
100% Safe Rust OpenEXR file library
Deepinfomaxpytorch
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123
Learning deep representations by mutual information estimation and maximization
Cat
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107
[CVPR 2021] Teachers Do More Than Teach: Compressing Image-to-Image Models (CAT)
Deep Gradient Compression
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106
[ICLR 2018] Deep Gradient Compression: Reducing the Communication Bandwidth for Distributed Training
Grace
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98
GRACE - GRAdient ComprEssion for distributed deep learning
Mayo
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82
Mayo: Auto-generation of hardware-friendly deep neural networks. Dynamic Channel Pruning: Feature Boosting and Suppression.
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".
Deep Image Compression Video Coding
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75
Recent papers and codes related to deep learning/deep neural network based image compression and video coding framework.
Tf2
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74
An Open Source Deep Learning Inference Engine Based on FPGA
Awesome Implicit Neural Representations In Medical Imaging
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69
[ICCV 2023] A curated list of resources on implicit neural representations in Medical Imaging
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.
Jpeg Defense
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65
SHIELD: Fast, Practical Defense and Vaccination for Deep Learning using JPEG Compression
Blockcnn
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60
BlockCNN: A Deep Network for Artifact Removal and Image Compression
Keras_model_compression
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55
Model Compression Based on Geoffery Hinton's Logit Regression Method in Keras applied to MNIST 16x compression over 0.95 percent accuracy.An Implementation of "Distilling the Knowledge in a Neural Network - Geoffery Hinton et. al"
Model Compression And Acceleration Progress
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50
Repository to track the progress in model compression and acceleration
Decompose Cnn
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50
CP and Tucker decomposition for Convolutional Neural Networks
Prunnable Layers Pytorch
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43
Prunable nn layers for pytorch.
Image Compression Benchmarking
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36
Image compression codecs benchmark inspired by Google's "Full Resolution Image Compression with Recurrent Neural Networks"
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
Squeezenet Generator
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29
SqueezeNet Generator
Dalr
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28
Implementation of "Domain-adaptive deep network compression", ICCV 2017
Model_compression
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28
deep learning model compression based on keras
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
Pcc_geo_cnn_v2
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26
Improved Deep Point Cloud Geometry Compression
Bayesian Compression For Deep Learning
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23
Remplementation of paper https://arxiv.org/abs/1705.08665
Dsin
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21
Deep Image Compression using Decoder Side Information (ECCV 2020)
Compress Net Notes
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20
Dnnac
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18
All about acceleration and compression of Deep Neural Networks
Chocosgd
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17
Decentralized SGD and Consensus with Communication Compression: https://arxiv.org/abs/1907.09356
Sigdl
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16
Deep Learning Compression and Acceleration SDK -- deep model compression for Edge and IoT embedded systems, and deep model acceleration for clouds and private servers
Pccai
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15
PccAI is a framework for AI-based point cloud compression
Ndic
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14
Neural Distributed Image Compression using Common Information (NDIC)
Model_based_energy_constrained_compression
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14
Code for paper "Energy-Constrained Compression for Deep Neural Networks via Weighted Sparse Projection and Layer Input Masking"
Deepvideo
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14
Deep learning for video compression.
Energy_constrained_compression
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13
Code for paper "ECC: Platform-Independent Energy-Constrained Deep Neural Network Compression via a Bilinear Regression Model"
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
Awesome Deep Learning Based Video Compression
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12
Paper list: deep learning based video compression
Pcc_patch
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11
(ACM MM ASIA 2021) Patch-Based Deep Autoencoder for Point Cloud Geometry Compression.
Constraintawarecompression
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11
[ECCV18] Constraint-Aware Deep Neural Network Compression
Deepgradientcompression
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11
It is implementation of Research paper "DEEP GRADIENT COMPRESSION: REDUCING THE COMMUNICATION BANDWIDTH FOR DISTRIBUTED TRAINING". Deep gradient compression is a technique by which the gradients are compressed before they are being sent. This approach greatly reduces the communication bandwidth and thus improves multi node training.
Deep Network Compression Based On Student Teacher Network
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10
Deep Neural Network Compression based on Student-Teacher Network
Fuzzy Compression
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10
Caffe/Neon prototxt training file for our Neurocomputing2017 work: Fuzzy Quantitative Deep Compression Network
Deblocking Paper List
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9
Tensor_rnn
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9
An implementation of various tensor-based decomposition for NN & RNN parameters
Paper Collection Of Efficient Ml
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9
paper collection
Eve Mli
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8
eve-mli: making learning interesting
Pcc_attr_folding
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7
Folding-based compression of point cloud attributes
Sentence_compression
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7
Simple model for sentence compression (a.k.a Baseline in Klerke et al., NAACL 2016)
Neuralnetwork Jpeg
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6
Convolutional Neural Network (CNN) Image Compression
Hdr Reconstruction Using Deep Learning
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6
Reconstruction of images making them HDR using deep learning
Hsi Toolbox
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6
Hyperspectral CNN compression and band selection
Deep Image Compression
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6
Extreme Image Compression Using Deep Learning
Paper Summary
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6
A Summary and notes about the papers I have read.
Integrated Hearing Aid App
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5
A smartphone applications with Convolutional Neural Network Voice Activity Detector, Adaptive Noise Reduction and Dynamic Audio Range Compression
Awesome Of Awesomes
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5
Deep Llr Quantization
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5
Source code for the "Deep Log-Likelihood Ratio Compression" paper submitted to EUSIPCO 2019
Sham
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5
Compact representations of convolutional neural networks via weight pruning and quantization
Neural Network Quatization And Compression Papers
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5
This repository gives most of the papers which are published in the domain of neural network compression and quantization
Sentence
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5
A multi-sensor data compression framework using tensor decompositions for human activity classification
Jpegcomp
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5
高圧縮jpeg画像のノイズを除去する
Compressiongan
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5
Deep Learning model for image compression
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