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network-quantization

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qualcomm / aimet

AIMET is a library that provides advanced quantization and compression techniques for trained neural network models.

open-source machine-learning opensource deep-neural-networks compression deep-learning pruning quantization auto-ml network-quantization network-compression

Updated Aug 28, 2026
Python

SonySemiconductorSolutions / mct-model-optimization

Model Compression Toolkit (MCT) is an open source project for neural network model optimization under efficient, constrained hardware. This project provides researchers, developers, and engineers advanced quantization and compression tools for deploying state-of-the-art neural networks.

machine-learning deep-neural-networks deep-learning neural-network tensorflow optimizer pytorch quantization qat network-quantization network-compression edge-ai ptq

Updated Aug 20, 2026
Python

NJU-Jet / SR_Mobile_Quantization

Winner solution of mobile AI (CVPRW 2021).

super-resolution residual-learning network-quantization int8-quantization

Updated May 14, 2022
Python

1adrianb / binary-networks-pytorch

Binarize convolutional neural networks using pytorch 🔥

pytorch convolutional-neural-networks network-binarization network-quantization

Updated Apr 26, 2022
Python

lmbxmu / RBNN

Pytorch implementation of our paper accepted by NeurIPS 2020 -- Rotated Binary Neural Network

binary-neural-networks network-quantization binary-network neurips-2020 network-compression-acceleration neurips2020

Updated Dec 30, 2022
Python

tajanthan / pmf

Proximal Mean-field for Neural Network Quantization

cifar softmax binary-neural-networks relaxation-labelling network-quantization

Updated Apr 9, 2020
Python

statsml / compress-net-notes

compression convolutional-neural-networks quantized-training network-pruning network-quantization

Updated Nov 21, 2017

quic / aimet-pages

AIMET GitHub pages documentation

open-source machine-learning opensource deep-neural-networks compression deep-learning pruning quantization auto-ml network-quantization network-compression

Updated Jun 30, 2026
HTML

CAS-CLab / Label-free-Network-Compression

Caffe implementation of "Learning Compression from Limited Unlabeled Data" (ECCV2018).

unsupervised-learning model-compression unlabeled-data network-quantization

Updated Feb 26, 2019
Python

xuxw98 / Quantformer

[T-PAMI 2022] Quantformer: Learning Extremely Low-precision Vision Transformers

transformer network-quantization

Updated Mar 5, 2023
Python

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