ShiTengfei (shitfing)

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TransferAttack

TransferAttack is a pytorch framework to boost the adversarial transferability for image classification.

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Torch-Pruning

[CVPR 2023] Towards Any Structural Pruning; LLMs / SAM / Diffusion / Transformers / YOLOv8 / CNNs

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SSA

Spectrum simulation attack (ECCV'2022 Oral) towards boosting the transferability of adversarial examples

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SASD

Improving Transferable Targeted Adversarial Attacks with Model Self-Enhancement (CVPR 2024)

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F-SAM

[CVPR 2024] Friendly Sharpness-Aware Minimization

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Beyond-ImageNet-Attack

Beyond imagenet attack (accepted by ICLR 2022) towards crafting adversarial examples for black-box domains.

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Neural-Network-Parameter-Diffusion

We introduce a novel approach for parameter generation, named neural network parameter diffusion (p-diff), which employs a standard latent diffusion model to synthesize a new set of parameters

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yolov9

Implementation of paper - YOLOv9: Learning What You Want to Learn Using Programmable Gradient Information

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AdvDrop

Code for "Adversarial attack by dropping information." (ICCV 2021)

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pytorch-AdaIN

Unofficial pytorch implementation of 'Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization' [Huang+, ICCV2017]

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SIT

[ICCV 2023] Structure Invariant Transformation for better Adversarial Transferability

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Stochastic-Gradient-Aggregation

Official implementation of the ICCV2023 paper: Enhancing Generalization of Universal Adversarial Perturbation through Gradient Aggregation

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segment-anything

The repository provides code for running inference with the SegmentAnything Model (SAM), links for downloading the trained model checkpoints, and example notebooks that show how to use the model.

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simsiam

PyTorch implementation of SimSiam https//arxiv.org/abs/2011.10566

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annotated_deep_learning_paper_implementations

🧑‍🏫 60 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

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PyTorchRelevancePropagation

A basic implementation of Layer-wise Relevance Propagation (LRP) in PyTorch.

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pytorch-grad-cam

Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.

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timm-vis

Visualizer for PyTorch image models

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pytorch-adversarial-attack

Implementation of gradient-based adversarial attack(FGSM,MI-FGSM,PGD)

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Generative_Adversarial_Perturbations

Generative Adversarial Perturbations (CVPR 2018)

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StyleTransfer

Implementation of "Perceptual Losses for Real-Time Style Transfer and Super-Resolution" in PyTorch

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conv_arithmetic

A technical report on convolution arithmetic in the context of deep learning

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examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

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Self-Universality

Enhancing the Self-Universality for Transferable Targeted Attacks [CVPR 2023 Paper]

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CDA

Official repository for "Cross-Domain Transferability of Adversarial Perturbations" (NeurIPS 2019)

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M3D

Minimizing Maximum Model Discrepancy for Transferable Black-box Targeted Attacks(CVPR2023)

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TTP

Official repository for "On Generating Transferable Targeted Perturbations" (ICCV 2021)

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pytorch-image-models

The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more

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