xiezheng-cs

Swin-Transformer

This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".

FlexTensor

Automatic Schedule Exploration and Optimization Framework for Tensor Computations

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 (papers, repositories) that are missed by the repo.

Awesome-Visual-Transformer

Collect some papers about transformer with vision. Awesome Transformer with Computer Vision (CV)

deeplearningbook-chinese

Deep Learning Book Chinese Translation

PyTorch-Pretrained-ViT

Vision Transformer (ViT) in PyTorch

nndl.github.io

《神经网络与深度学习》 邱锡鹏著 Neural Network and Deep Learning

DFQ

PyTorch implementation of Data Free Quantization Through Weight Equalization and Bias Correction.

BRECQ

Pytorch implementation of BRECQ, ICLR 2021

ZenNAS

ViT-pytorch

Pytorch reimplementation of the Vision Transformer (An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale)

FaceX-Zoo

A PyTorch Toolbox for Face Recognition

HAWQ

Quantization library for PyTorch. Support low-precision and mixed-precision quantization, with hardware implementation through TVM.

CalibTIP

Improving Post Training Neural Quantization: Layer-wise Calibration and Integer Programming

pytorch-quantization-demo

A simple network quantization demo using pytorch from scratch.

ZeroQ-MP

[CVPR'20] ZeroQ Mixed-Precision implementation (unofficial): A Novel Zero Shot Quantization Framework

deit

Official DeiT repository

vit-pytorch

Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch

ZeroQ

[CVPR'20] ZeroQ: A Novel Zero Shot Quantization Framework

PWLQ

Code for our paper at ECCV 2020: Post-Training Piecewise Linear Quantization for Deep Neural Networks

cnn-quantization

Quantization of Convolutional Neural networks.

tensorflow-yolov4-tflite

YOLOv4, YOLOv4-tiny, YOLOv3, YOLOv3-tiny Implemented in Tensorflow 2.0, Android. Convert YOLO v4 .weights tensorflow, tensorrt and tflite

PyTorch-Static-Quantization

PyTorch Static Quantization Example

ai-research

byteps

A high performance and generic framework for distributed DNN training

vision_transformer

EasyQuant

EasyQuant(EQ) is an efficient and simple post-training quantization method via effectively optimizing the scales of weights and activations.

AutoKernel

AutoKernel 是一个简单易用，低门槛的自动算子优化工具，提高深度学习算法部署效率。

ai-research-code

apq

[CVPR 2020] APQ: Joint Search for Network Architecture, Pruning and Quantization Policy