huawei-noah/Efficient-Computing

Efficient computing methods developed by Huawei Noah's Ark Lab

Jupyter Notebook

1,306

157 commits

updated Nov 5, 2024

See the code

README

Efficient Computing

This repo is a collection of Efficient-Computing methods developed by Huawei Noah's Ark Lab.

Data-Efficient-Model-Compression is a series of compression methods with no or little training data.
BinaryNetworks: Binary neural networks including AdaBin (ECCV22).
Distillation: Knowledge distillation methods including ManifoldKD (NeurIPS22) and VanillaKD (NeurIPS23).
Pruning: Network pruning methods including GAN-pruning (ICCV19), SCOP (NeurIPS20), ManiDP (CVPR21), and RPG (NeurIPS23).
Quantization: Model quantization methods including DynamicQuant (CVPR22).
Self-supervised: self-supervised learning including FastMIM and LocalMIM (CVPR23).
TrainingAcceleration: Accelerating neural network training via NetworkExpansion (CVPR23).
Detection: Efficient object detectors including Gold-YOLO (NeurIPS23).
LowLevel: Efficient low level vision models including IPG (CVPR24).

binary-neural-networks

knowledge-distillation

model-compression

pruning

quantization

self-supervised

Significant stargazers

wzy

205 followers · starred May 2026

Jianyi Wang

369 followers · starred Jun 2024

Lucas

1 followers · starred Nov 2019

Similar repos

huawei-noah/Efficient-AI-Backbones

Efficient AI Backbones including GhostNet, TNT and MLP, developed by Huawei Noah's Ark Lab.

4,423

same org

MingSun-Tse/Efficient-Deep-Learning

Collection of recent methods on (deep) neural network compression and acceleration.

959

cedrickchee/awesome-ml-model-compression

Awesome machine learning model compression research papers, quantization, tools, and learning…

546

csyhhu/Awesome-Deep-Neural-Network-Compression

Summary, Code for Deep Neural Network Quantization

563

he-y/Awesome-Pruning

A curated list of neural network pruning resources.

2,497

Zhen-Dong/Awesome-Quantization-Papers

List of papers related to neural network quantization in recent AI conferences and journals.

855

AI-Efficiency/Awesome-Model-Quantization

A curated collection of papers, benchmarks, surveys, and tools for model quantization, covering…

2,456

gigwegbe/tinyml-papers-and-projects

This is a list of interesting papers and projects about TinyML.

1,036