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Search results for compression quantization

50 search results found

Mozjpeg ⭐ 5,225

Improved JPEG encoder.

Pocketflow ⭐ 2,553

An Automatic Model Compression (AutoMC) framework for developing smaller and faster AI applications.

Gltf Pipeline ⭐ 1,732

Content pipeline tools for optimizing glTF assets. 🌐

Paddleslim ⭐ 1,486

PaddleSlim is an open-source library for deep model compression and architecture search.

Model Optimization ⭐ 1,445

A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.

Neural Network Compression Framework for enhanced OpenVINO™ inference

Deep Compression Alexnet ⭐ 599

Deep Compression on AlexNet

Kill The Bits ⭐ 582

Code for: "And the bit goes down: Revisiting the quantization of neural networks"

Awesome Deep Neural Network Compression ⭐ 475

Summary, Code for Deep Neural Network Quantization

Awesome Ml Model Compression ⭐ 378

Awesome machine learning model compression research papers, tools, and learning material.

Awesome Model Compression And Acceleration ⭐ 329

a list of awesome papers on deep model ompression and acceleration

Collada2gltf ⭐ 328

COLLADA to glTF converter

Quantized_distillation ⭐ 266

Implements quantized distillation. Code for our paper "Model compression via distillation and quantization"

Lq Nets ⭐ 230

LQ-Nets: Learned Quantization for Highly Accurate and Compact Deep Neural Networks

Deepcompression Caffe ⭐ 228

Caffe for Deep Compression

Deep Compression Pytorch ⭐ 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

Network Speed And Compression ⭐ 176

Network acceleration methods

Awesome Model Compression ⭐ 152

papers about model compression

Squeezenet Residual ⭐ 151

residual-SqueezeNet

Nn Compression ⭐ 122

A Pytorch implementation of Neural Network Compression (pruning, deep compression, channel pruning)

Model Quantization ⭐ 116

Collections of model quantization algorithms

[CVPR'20] ZeroQ: A Novel Zero Shot Quantization Framework

Model Compression ⭐ 74

This is my final year project of Bachelor of Engineering. Its still incomplete though. I am trying to replicate the research paper "Deep Compression" by Song Han et. al. This paper received best paper award in ICLR 2016

An Open Source Deep Learning Inference Engine Based on FPGA

Dnn Quant Ocs ⭐ 53

DNN quantization with outlier channel splitting

Lc Model Compression ⭐ 34

Model compression by constrained optimization, using the Learning-Compression (LC) algorithm

Compression schema for gradients of activations in backward pass

Nnet Compression Generalization ⭐ 23

Compress Net Notes ⭐ 20

Auto Compression ⭐ 20

Automatic DNN compression tool with various model compression and neural architecture search techniques

All about acceleration and compression of Deep Neural Networks

Ssd Pruning And Quantization ⭐ 16

Pruning and quantization for SSD. Model compression.

Quantizedarrays.jl ⭐ 14

Array quantization and compression

Dpq_embedding_compression ⭐ 13

Differentiable Product Quantization for End-to-End Embedding Compression.

Autoencoder_based_image_compression ⭐ 13

Autoencoder based image compression: can the learning be quantization independent? https://arxiv.org/abs/1802.09371

Pytorch implementation of our paper accepted by ECCV2022 -- Dynamic Dual Trainable Bounds for Ultra-low Precision Super-Resolution Networks

Quantized_resnet ⭐ 11

This repo is an implementation of quantized CNN for both weights (1-bit compression) and feature maps (2-bit compression).

Adaptive Quantization Modules ⭐ 10

Code for "Online Learned Continual Compression with Adaptive Quantization Modules"

Paper Collection Of Efficient Ml ⭐ 9

paper collection

Compression Techniques For Deep Neural Networks ⭐ 8

Compression of Deep Neural Networks LeNet-300-100 and LeNet-5 trained on MNIST and CIFAR-10 using Quantization, Knowledge Distillation & Pruning.

Tattletale ⭐ 8

Compression Side Channel Attack on JPEG redacted documents.

Image Compression Via Vector Quantization ⭐ 7

Image Compression via vector quantization using K-means.

Awesome Compression Papers ⭐ 7

Paper collection about model compression and acceleration: Pruning, Quantization, Knowledge Distillation, Low Rank Factorization, etc

Compression Dct ⭐ 7

Implementation of Image compression using DCT

Mesh Quantization Example ⭐ 6

A minimal example of vertex quantization.

Hsi Toolbox ⭐ 6

Hyperspectral CNN compression and band selection

University Project (Class: Audio Video Coding)

Neural Network Quatization And Compression Papers ⭐ 5

This repository gives most of the papers which are published in the domain of neural network compression and quantization

Deep Llr Quantization ⭐ 5

Source code for the "Deep Log-Likelihood Ratio Compression" paper submitted to EUSIPCO 2019

Multimedia Representation And Compression ⭐ 5

compute entropy of an image, text; encode/decode text with huffman coding, LZW, LZ77; quantizatize image, signal

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