quantization topic
Sparsebit
A model compression and acceleration toolbox based on pytorch.
awesome-edge-machine-learning
A curated list of awesome edge machine learning resources, including research papers, inference engines, challenges, books, meetups and others.
awesome-model-quantization
A list of papers, docs, codes about model quantization. This repo is aimed to provide the info for model quantization research, we are continuously improving the project. Welcome to PR the works (pape...
ppq
PPL Quantization Tool (PPQ) is a powerful offline neural network quantization tool.
haq
[CVPR 2019, Oral] HAQ: Hardware-Aware Automated Quantization with Mixed Precision
ZeroQ
[CVPR'20] ZeroQ: A Novel Zero Shot Quantization Framework
I-BERT
[ICML'21 Oral] I-BERT: Integer-only BERT Quantization
FQ-ViT
[IJCAI 2022] FQ-ViT: Post-Training Quantization for Fully Quantized Vision Transformer
apq
[CVPR 2020] APQ: Joint Search for Network Architecture, Pruning and Quantization Policy
frostnet
FrostNet: Towards Quantization-Aware Network Architecture Search