dzy's repositories
micronet
micronet, a model compression and deploy lib. compression: 1、quantization: quantization-aware-training(QAT), High-Bit(>2b)(DoReFa/Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference)、Low-Bit(≤2b)/Ternary and Binary(TWN/BNN/XNOR-Net); post-training-quantization(PTQ), 8-bit(tensorrt); 2、 pruning: normal、regular and group convolutional channel pruning; 3、 group convolution structure; 4、batch-normalization fuse for quantization. deploy: tensorrt, fp32/fp16/int8(ptq-calibration)、op-adapt(upsample)、dynamic_shape
CVPR2021-Papers-with-Code
CVPR 2021 论文和开源项目合集
automl
Google Brain AutoML
BRECQ
Pytorch implementation of BRECQ, ICLR 2021
CenterNet
Object detection, 3D detection, and pose estimation using center point detection:
EagleEye
(ECCV'2020 Oral)EagleEye: Fast Sub-net Evaluation for Efficient Neural Network Pruning
EfficientNet-PyTorch
A PyTorch implementation of EfficientNet and EfficientNetV2 (coming soon!)
EWGS
An official implementation of "Network Quantization with Element-wise Gradient Scaling" (CVPR 2021) in PyTorch.
examples
A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.
google-research
Google Research
HAWQ
Quantization library for PyTorch. Support low-precision and mixed-precision quantization, with hardware implementation through TVM.
IntraQ
Pytorch implementation of our paper accepted by CVPR 2022 -- IntraQ: Learning Synthetic Images with Intra-Class Heterogeneity for Zero-Shot Network Quantization
libonnx
A lightweight, portable pure C99 onnx inference engine for embedded devices with hardware acceleration support.
mindspore
MindSpore is a new open source deep learning training/inference framework that could be used for mobile, edge and cloud scenarios.
MQBench
Model Quantization Benchmark
ncnnqat
quantize aware training package for NCNN on pytorch
nncf
PyTorch*-based Neural Network Compression Framework for enhanced OpenVINO™ inference
oneflow_convert_tools
和OneFlow相关的模型转换工具包含OneFlow2ONNX，X2OneFlow等等。
onnx-modifier
A tool to modify onnx models in a visualization fashion, based on Netron and flask.
ppl.nn
A primitive library for neural network
pytorch-OpCounter
Count the MACs / FLOPs of your PyTorch model.
tvm_learn
tvm learn
vision
Datasets, Transforms and Models specific to Computer Vision
ZAQ-code
CVPR 2021 : Zero-shot Adversarial Quantization (ZAQ)
ZQCNN
一款比mini-caffe更快的Forward库，觉得好用请点星啊，400星公布快速人脸检测模型，500星公布106点landmark，600星公布人头检测模型，700星公布人脸检测套餐（六种pnet,两种rnet随意混合使用满足各种速度/精度要求），800星公布更准的106点模型