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75 search results found

Transferlearning ⭐ 12,494

Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习

Robustness ⭐ 728

Corruption and Perturbation Robustness (ICLR 2019)

Dassl.pytorch ⭐ 681

A PyTorch toolbox for domain generalization, domain adaptation and semi-supervised learning.

Natural Adv Examples ⭐ 559

A Harder ImageNet Test Set (CVPR 2021)

Awesome Test Time Adaptation ⭐ 378

Collection of awesome test-time (domain/batch/instance) adaptation methods

Generalizable Mixture Of Experts ⭐ 280

GMoE could be the next backbone model for many kinds of generalization task.

Generspeech ⭐ 265

PyTorch Implementation of GenerSpeech (NeurIPS'22): a text-to-speech model towards zero-shot style transfer of OOD custom voice.

Mseg Api ⭐ 240

An Official Repo of CVPR '20 "MSeg: A Composite Dataset for Multi-Domain Segmentation"

Batchformer ⭐ 210

CVPR2022, BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning, https://arxiv.org/abs/2203.01522

Searching prompt modules for parameter-efficient transfer learning.

Mixstyle Release ⭐ 190

Domain Generalization with MixStyle (ICLR'21)

[ECCV 2020] QAConv: Interpretable and Generalizable Person Re-Identification with Query-Adaptive Convolution and Temporal Lifting, and [CVPR 2022] GS: Graph Sampling Based Deep Metric Learning

Tlbook Code ⭐ 163

Code for Transfer Learning book--《迁移学习导论》配套代码

Robustdg ⭐ 160

Toolkit for building machine learning models that generalize to unseen domains and are robust to privacy and other attacks.

Rfmetafas ⭐ 136

[AAAI 2020] Pytorch codes for Regularized Fine-grained Meta Face Anti-spoofing

Tl Bearing Fault Diagnosis ⭐ 135

Bearing Fault Diagnosis Employing Transfer Learning Techniques: Domain Adaptation and Domain Generalization

Learning Meta Face Recognition in Unseen Domains, CVPR, Oral, 2020

Awesome Domain Generalization ⭐ 104

Awesome things about domain generalization, including papers, code, etc.

Imagenet R ⭐ 103

ImageNet-R(endition) and DeepAugment (ICCV 2021)

Crossnorm Selfnorm ⭐ 98

CrossNorm and SelfNorm for Generalization under Distribution Shifts, ICCV 2021

Crossdomainfewshot ⭐ 93

Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation (ICLR 2020 spotlight)

Prompt Align ⭐ 87

[ICCV23] Prompt-aligned Gradient for Prompt Tuning

Multi Domain Imbalance ⭐ 86

[ECCV 2022] Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization, and Beyond

Domain Adaptation and Generalization for Medical Image Analysis

[CVPR 2019] Pytorch codes for Multi-adversarial Discriminative Deep Domain Generalization for Face Presentation Attack Detection

Awesome Distribution Shift ⭐ 57

A curated list of papers and resources about the distribution shift in machine learning.

This is an official PyTorch implementation of the ICML 2023 paper AdaNPC and SIGKDD paper DRM.

[ICCV 2021] Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain

MASKER: Masked Keyword Regularization for Reliable Text Classification (AAAI 2021)

Subpopbench ⭐ 46

[ICML 2023] Change is Hard: A Closer Look at Subpopulation Shift

Ssdg Benchmark ⭐ 46

Benchmarks for semi-supervised domain generalization.

[AAAI 2023] Official PyTorch implementation of the paper "SLAug: Rethinking Data Augmentation for Single-source Domain Generalization in Medical Image Segmentation"

[TMI'22] "AADG: Automatic Augmentation for Domain Generalization on Retinal Image Segmentation".

[ICLR 2023, ICLR DG oral] PAIR, the optimizer and model selection criteria for OOD Generalization

[CVPR2021] Meta Batch-Instance Normalization for Generalizable Person Re-Identification

Unsupervised Domain Adaptation for Computer Vision Tasks

Meta Paper Daily ⭐ 29

定时获取谷歌学术和arxiv论文的相关更新 (代码只有一个py文件，较简单有注释)

Official implementation of "Intra-Source Style Augmentation for Improved Domain Generalization" (WACV 2023)

Domain Generalization via Gradient Surgery

Official repository for "Self-Distilled Vision Transformer for Domain Generalization" (ACCV-2022 ORAL)

Ram Dsir ⭐ 22

[ECCV'22] Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image Restoration

Ieee_tgrs_ldgnet ⭐ 22

Language-aware Domain Generalization Network for Cross-Scene Hyperspectral Image Classification, IEEE TGRS, 2023.

Style-Hallucinated Dual Consistency Learning for Domain Generalized Semantic Segmentation, ECCV 2022

Official PyTorch implementation of CVPRW 2022 paper "Attention Consistency on Visual Corruptions for Single-Source Domain Generalization"

Code for EMNLP-IJCNLP 2019 MRQA Workshop Paper: "Domain-agnostic Question-Answering with Adversarial Training"

[WWW2023] PyTorch implementation of DUET: A Tuning-Free Device-Cloud Collaborative Parameters Generation Framework for Efficient Device Model Generalization.

Edge Augmentation for Large Scale Sketch Recognition without Sketches

Doprompt ⭐ 17

Official implementation of PCS in essay "Prompt Vision Transformer for Domain Generalization"

Official pytorch implementation of the paper [Environment Agnostic Representation for Visual Reinforcement learning]

Domain Shift Robustness ⭐ 16

Code for the paper "Addressing Model Vulnerability to Distributional Shifts over Image Transformation Sets", ICCV 2019

TOWARDS DOMAIN GENERALIZATION IN UNDERWATER OBJECT DETECTION

Official Implementation of Collaborating Foundation models for Domain Generalized Semantic Segmentation

Cvpr23 Vne ⭐ 13

Official Implementation of CVPR 2023 paper: "VNE: An Effective Method for Improving Deep Representation by Manipulating Eigenvalue Distribution"

Semi-Supervised Domain Generalization

Towards Unified and Effective Domain Generalization

DDG: This repo contains the code for our IJCAI 2022 paper: Dynamic Domain Generalization.

[ICLR'22] Self-supervised learning optimally robust representations for domain shift.

Official code for the CVPR23 paper: "Improved Test-Time Adaptation for Domain Generalization"

Distillation In Dg ⭐ 10

Implementation of "Weight Averaging Improves Knowledge Distillation under Domain Shift" (ICCV 2023 OOD-CV Workshop)

Epvt And Skin Dg Benchamrk ⭐ 10

Domain generalization benchmark for skin lesion recognition, MICCAI 2023

[NeurIPS 2023] Understanding and Improving Feature Learning for Out-of-Distribution Generalization

"Maximum-Entropy Adversarial Data Augmentation for Improved Generalization and Robustness" (NeurIPS 2020).

Data and codes for ICLR 2023 paper - ManyDG

On Minimum Discrepancy Estimation for Deep Domain Adaptation

Matching space stereo networks - MSNet, with improved generalization properties

Transmatcher ⭐ 6

TransMatcher: Deep Image Matching Through Transformers for Generalizable Person Re-identification

ECCV-MCV2022 paper: "IMPaSh: A Novel Domain-shift Resistant Representation for Colorectal Cancer Tissue Classification"

Global-Local Regularization Via Distributional Robustness (AISTATS 2023)

Multi-component Image Translation for Deep Domain Generalization (Deep Domain Adaptation)

[IJCV 2022] Domain-Specific Bias Filtering for Single Labeled Domain Generalization

Promptstyler.github.io ⭐ 5

Project Page (PromptStyler, ICCV 2023)

This repository is an unofficial implementation in PyTorch for Learning to Generate Novel Domains for Domain Generalization

This is the training and test code for ECCV2022 workshop NICO challenge

Dmc Domain Generalization For Underwater Object Detection ⭐ 5

[Neurocomputing 2023] An official implementation of Achieving Domain Generalization in Underwater Object Detection by Domain Mixup and Contrastive Learning

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