Topic: quantization

kornelski / pngquant

Lossy PNG compressor — pngquant command based on libimagequant library

png png-compression quantization palette conversion image-optimization

C Updated Mar 16, 2019

NervanaSystems / distiller

Neural Network Distiller by Intel AI Lab: a Python package for neural network compression research. https://nervanasy…

pytorch pruning quantization pruning-structures jupyter-notebook network-compression deep-neural-networks regularization group-lasso distillation early-exit truncated-svd onnx automl-for-compression

Jupyter Notebook Updated Mar 21, 2019 3 issues need help

aaron-xichen / pytorch-playground

1.4k

Base pretrained models and datasets in pytorch (MNIST, SVHN, CIFAR10, CIFAR100, STL10, AlexNet, VGG16, VGG19, ResNet,…

pytorch-tutorial pytorch-tutorials pytorch quantization

Python Updated Jan 7, 2018

ImageOptim / libimagequant

181

Palette quantization library that powers pngquant and other PNG optimizers

quantization palette palette-generation minification conversion image-optimization pngquant

C Updated Nov 12, 2018

blue-oil / blueoil

163

Bring Deep Learning to small devices

deep-learning machine-learning python quantization fpga

Python Updated Mar 22, 2019 4 issues need help

caoyue10 / DeepHash-Papers

159

Must-read papers on deep learning to hash (DeepHash)

deep-learning hashing quantization similarity-search

Updated Apr 29, 2018

thulab / DeepHash

131

An Open-Source Package for Deep Learning to Hash (DeepHash)

deep-learning quantization hashing similarity-search

Python Updated Feb 2, 2019

wenwei202 / terngrad

120

Ternary Gradients to Reduce Communication in Distributed Deep Learning (TensorFlow)

distributed-training sgd quantization deep-learning deep-neural-networks data-parallelism

Python Updated Nov 19, 2018

Microsoft / LQ-Nets

118

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

dnn cnn quantization compression

Python Updated Aug 9, 2018

una-dinosauria / local-search-quantization

62

State-of-the-art method for large-scale ANN search as of Oct 2016. Presented at ECCV 16.

julia cuda gpu computer-vision eccv-16 multi-codebook quantization

Julia Updated Jun 14, 2018

dongyp13 / Stochastic-Quantization

62

Training Low-bits DNNs with Stochastic Quantization

caffe deep-neural-networks cifar imagenet quantization

Jupyter Notebook Updated Aug 4, 2017

TropComplique / trained-ternary-quantization

56

Reducing the size of convolutional neural networks

pytorch convolutional-neural-networks quantization

Jupyter Notebook Updated Nov 28, 2017

caoyue10 / cvpr17-dvsq

55

The implementation of CVPR-17 paper "Deep Visual-Semantic Quantization of Efficient Image Retrieval"

image-retrieval deep-learning quantization inner-product-search

Python Updated Jul 4, 2017

esimov / colorquant

43

Go library for color quantization and dithering

quantization image-processing dithering color-quantization golang draw

Go Updated May 28, 2018

1duo / awesome-ai-infrastructures

34

Infrastructures™ for Machine Learning Training/Inference in Production.

artificial-intelligence machine-learning deep-learning machine-learning-systems awesome-list deep-learning-framework kubernetes apache-spark apache-arrow apache-mesos pruning quantization knowledge-distillation model-compression federated-learning

Updated Feb 6, 2019

TropComplique / image-classification-caltech-256

28

Exploring CNNs and model quantization on Caltech-256 dataset

caltech256 convolutional-neural-networks pytorch image-classification quantization

Jupyter Notebook Updated Nov 1, 2017

TEE-AI / SAI

25

SDK for TEE AI Stick (includes model training script, inference library, examples)

quantization iot compute-stick cnn computer-vision inference-library low-cost-ai

Python Updated Feb 15, 2019

caoyue10 / aaai17-cdq

23

The implementation of AAAI-17 paper "Collective Deep Quantization of Efficient Cross-modal Retrieval"

quantization deep-learning cross-modal similarity-search

Python Updated Mar 15, 2017

DiceTechJobs / VectorsInSearch

21

Dice.com repo to accompany the dice.com 'Vectors in Search' talk by Simon Hughes, from the Activate 2018 search confe…

solr lsh word2vec glove information-retrieval search-engine semantic-search semantic-search-engine lsa vector vectors lucene kmeans kmeans-quantization quantization locality-sensitive-hashing vector-quantization

Python Updated Nov 29, 2018

mapleam / model-compression-and-acceleration-4-DNN

19

model-compression-and-acceleration-4-DNN

model-compression pruning quantization distillation decomposition

Updated Nov 29, 2018

zlatko-minev / pyEPR

13

Energy-participation ratio approach for the design of quantum circuits

python quantum-circuit quantum-computing quantum quantization cqed hfss

Python Updated Mar 21, 2019

kornelski / libimagequant-rust

13

libimagequant (pngquant) bindings for the Rust language

ffi-wrapper rust-library quantization pngquant

Rust Updated Feb 26, 2018

Xilinx / graffitist

13

Graph Transforms to Quantize and Retrain Deep Neural Nets in TensorFlow.

quantization tensorflow deep-neural-networks retraining

Updated Mar 20, 2019

akshaychawla / Binary-Neural-Networks

11

Exploring "Binary Neural Networks" (https://arxiv.org/abs/1602.02830) in Theano. A set of experiments that use binari…

deeplearning machine-learning quantization

Python Updated Sep 8, 2017

Brightcells / pngquant

9

A Python Wrapper of Pngquant

python png png-compression quantization conversion image-optimization pngquant

Python Updated Jun 14, 2018

thuml / cvpr17-dvsq

9

Code release of "Deep Visual-Semantic Quantization of Efficient Image Retrieval" (CVPR 17)

deep-learning hashing quantization

Forked from caoyue10/cvpr17-dvsq Python Updated Apr 5, 2017

cedrickchee / awesome-ml-model-compression

8

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

machine-learning model-compression quantization pruning awesome-list neural-networks

Updated Dec 6, 2018

joshdk / quantize

7

🎨 Simple color palette quantization using MMCQ

color-palette quantization mmcq color-scheme golang

Go Updated Nov 10, 2017

ShekiLyu / lixinger-openapi

6

理杏仁开发平台python api(非官方)

python quant quantization quantopian lixinger

Python Updated Jan 8, 2019

prashant-kikani / image-optimizer

6

Optimize any image by chroma subsampling and optimized huffman coding in Python.

image-optimization huffman-coding quantization jpeg-encoder jpeg-decoder ycbcr dct-coefficients python3 image-compression

Python Updated Apr 10, 2018

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quantization

Repositories 79