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Shihua Huang's Projects

adversarial_robustness_pytorch icon adversarial_robustness_pytorch

Unofficial implementation of the DeepMind papers "Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Examples" & "Fixing Data Augmentation to Improve Adversarial Robustness" in PyTorch

awp icon awp

Codes for NeurIPS 2020 paper "Adversarial Weight Perturbation Helps Robust Generalization"

dcnv2 icon dcnv2

Deformable Convolutional Networks v2 with Pytorch

ddrnet.pytorch icon ddrnet.pytorch

This is the unofficial code of Deep Dual-resolution Networks for Real-time and Accurate Semantic Segmentation of Road Scenes. which achieve state-of-the-art trade-off between accuracy and speed on cityscapes and camvid, without using inference acceleration and extra data

fapn-full icon fapn-full

[ICCV 2021] FaPN: Feature-aligned Pyramid Network for Dense Image Prediction

moco icon moco

PyTorch implementation of MoCo: https://arxiv.org/abs/1911.05722

nsga-net icon nsga-net

NSGA-Net, a Neural Architecture Search Algorithm

once-for-all icon once-for-all

[ICLR 2020] Once for All: Train One Network and Specialize it for Efficient Deployment

poolformer-1 icon poolformer-1

PoolFormer: MetaFormer is Actually What You Need for Vision

pytorch-image-models icon pytorch-image-models

PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, EfficientNetV2, NFNet, Vision Transformer, MixNet, MobileNet-V3/V2, RegNet, DPN, CSPNet, and more

robustbench icon robustbench

RobustBench: a standardized adversarial robustness benchmark [NeurIPS'21 Benchmarks and Datasets Track]

sologan icon sologan

Multimodal image-to-image translation via a single generative adversarial network

swin-transformer icon swin-transformer

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

vits-vs-cnns icon vits-vs-cnns

[NeurIPS 2021]: Are Transformers More Robust Than CNNs? (Pytorch implementation & checkpoints)

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