network-compression topic

List network-compression repositories

distiller

4.3k
Stars
798
Forks
Watchers

Neural Network Distiller by Intel AI Lab: a Python package for neural network compression research. https://intellabs.github.io/distiller

Neural Network Quantization & Low-Bit Fixed Point Training For Hardware-Friendly Algorithm Design

overhaul-distillation

410
Stars
77
Forks
Watchers

Official PyTorch implementation of "A Comprehensive Overhaul of Feature Distillation" (ICCV 2019)

aimet

2.0k
Stars
353
Forks
Watchers

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

permute-quantize-finetune

143
Stars
15
Forks
Watchers

Using ideas from product quantization for state-of-the-art neural network compression.

FisherPruning

150
Stars
15
Forks
Watchers

Group Fisher Pruning for Practical Network Compression(ICML2021)

AB_distillation

103
Stars
18
Forks
Watchers

Knowledge Transfer via Distillation of Activation Boundaries Formed by Hidden Neurons (AAAI 2019)

model_optimization

268
Stars
42
Forks
Watchers

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 adva...

musco-pytorch

73
Stars
16
Forks
Watchers

MUSCO: MUlti-Stage COmpression of neural networks

BSS_distillation

70
Stars
11
Forks
Watchers

Knowledge Distillation with Adversarial Samples Supporting Decision Boundary (AAAI 2019)