pawopawo

18663_Project_FBNet

Class Project for 18663 - Implementation of FBNet (Hardware-Aware DNAS)

Awesome-NAS

A curated list of neural architecture search (NAS) resources.

Awesome-Pruning

A curated list of neural network pruning resources.

awesome-semantic-segmentation

:metal: awesome-semantic-segmentation

Awesome_Computer_Vision

paper reading note

bananas

Bayesian Optimization with Neural Architectures for Neural Architecture Search - https://arxiv.org/abs/1910.11858

DetNAS

EDNAS

Efficient Decoupled Neural Architecture Search by Structure and Operation Sampling (EDNAS)

EfficientNet-PyTorch

A PyTorch implementation of EfficientNet

FBNet

reproduction of the article

GAN-pruning

A Pytorch implementation of "Co-Evolutionary Compression for Unpaired Image Translation" (ICCV 2019).

gate-decorator-pruning

Code for the NuerIPS'19 paper "Gate Decorator: Global Filter Pruning Method for Accelerating Deep Convolutional Neural Networks"

haq-release

[CVPR 2019, Oral] HAQ: Hardware-Aware Automated Quantization with Mixed Precision

IMTA

MachineLearning

Machine learning resources，including algorithm, paper, dataset, example and so on.

NAS-Projects

Several neural architecture search (NAS) algorithms implemented in PyTorch.

ncnn

ncnn is a high-performance neural network inference framework optimized for the mobile platform

Next-ViT

nsga-net

NSGA-Net, a Neural Architecture Search Algorithm

oneshot_nas

Single Path One Shot NAS MXNet implementation with block selecting and channel selecting.

onnx-simplifier

Simplify your onnx model

ProxylessNAS

[ICLR 2019] ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware.

ProxylessNAS-1

Reproducing the ProxylessNAS approach and making some improvements (ongoing)

pytorch-image-models

PyTorch image models, scripts, pretrained weights -- (SE)ResNet/ResNeXT, DPN, EfficientNet, MixNet, MobileNet-V3/V2/V1, MNASNet, Single-Path NAS, FBNet, and more

pytorch-OpCounter

Count the FLOPs of your PyTorch model.

Pytorch-Single-Path-One-Shot-NAS

Single Path One-Shot NAS MXNet implementation with Supernet training and searching

semantic-segmentation

Improving Semantic Segmentation via Video Propagation and Label Relaxation

Single-Path-NAS-PyTorch

PyTorch implementation of "Single-Path NAS: Device-Aware Efficient ConvNet Design"

slimmable_networks

Slimmable Networks, AutoSlim, and Beyond, ICLR 2019, and ICCV 2019

yolov3-channel-and-layer-pruning

yolov3 channel and layer pruning, Knowledge Distillation 层剪枝，通道剪枝，知识蒸馏