BIT-DA/DDA

1

RIPU

[CVPR 2022 Oral] Towards Fewer Annotations: Active Learning via Region Impurity and Prediction Uncertainty for Domain Adaptive Semantic Segmentation https://arxiv.org/abs/2111.12940

Python

139

2

CIRL

[CVPR 2022 Oral] Code release for "Causality Inspired Representation Learning for Domain Generalization"

Python

123

3

SePiCo

[TPAMI 2023 ESI Highly Cited Paper] SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation https://arxiv.org/abs/2204.08808

Python

113

4

I2V-GAN

ACMMM2021 paper "I2V-GAN: Unpaired Infrared-to-Visible Video Translation"

Python

106

5

EADA

[AAAI 2022] Official Implementation of Active Learning for Domain Adaptation: An Energy-based Approach https://arxiv.org/abs/2112.01406

Python

76

6

TSA

[CVPR 2021 Oral] Code release for "Transferable Semantic Augmentation for Domain Adaptation"

Python

74

7

MetaSAug

[CVPR 2021] MetaSAug: Meta Semantic Augmentation for Long-Tailed Visual Recognition

Python

61

8

RoTTA

[CVPR 2023] Robust Test-Time Adaptation in Dynamic Scenarios. https://arxiv.org/abs/2303.13899

Python

47

9

GDCAN

[TPAMI 2021] Code release for "Generalized Domain Conditioned Adaptation Network" https://arxiv.org/abs/2103.12339

Python

45

10

SDCA

Official Implementation of Semantic Distribution-aware Contrastive Adaptation for Semantic Segmentation https://arxiv.org/abs/2105.05013

Python

37

11

BCDM

[AAAI 2021] Code release for "Bi-Classifier Determinacy Maximization for Unsupervised Domain Adaptation" https://arxiv.org/abs/2012.06995

Python

34

12

DCAN

[AAAI 2020] Code release for "Domain Conditioned Adaptation Network" https://arxiv.org/abs/2005.06717

Python

33

13

SSAN

[ACMMM 2020] Code release for "Simultaneous Semantic Alignment Network for Heterogenous Domain Adaptation" https://arxiv.org/abs/2008.01677

Python

29

14

DUC

[ICLR 2023 Spotlight] Code release for "Dirichlet-based Uncertainty Calibration for Active Domain Adaptation"

Python

27

15

VBLC

[AAAI 2023 Oral] VBLC: Visibility Boosting and Logit-Constraint Learning for Domain Adaptive Semantic Segmentation under Adverse Conditions

Python

22

16

SCDA

[ICCV 2021] Code release for "Semantic Concentration for Domain adaptation"

Python

21

17

Annotator

[NeurIPS 2023] Official Implementation of A Generic Active Learning Baseline for LiDAR Semantic Segmentation

Python

21

18

ROMA

Display of ROMA.

Python

18

19

JADA

[ACM MM 2019] Code release for "Joint Adversarial Domain Adaptation" https://dl.acm.org/doi/10.1145/3343031.3351070

Python

17

20

BorLan

[ICCV2023] Borrowing Knowledge From Pre-trained Language Model: A New Data-efficient Visual Learning Paradigm

Python

14

21

CAF

[TKDE 2023 ESI Highly Cited Paper] A Collaborative Alignment Framework of Transferable Knowledge Extraction for Unsupervised Domain Adaptation

Python

10

22

O2net

Python

10

23

Transfer-Learning-Study

learning materials

9

24

ParetoDA

[NIPS 2021] Code release for "Pareto Domain Adaptation"

Python

9

25

MsRA

Code release for "End-to-End Transferable Anomaly Detection via Multi-spectral Cross-domain Representation Alignment"

Python

7

26

MetaReg

Python

6

27

Domain-Oriented-Transformer

Python

4

28

LSG

[NeurIPS 2023] Official Implementation of Language Semantic Graph Guided Data-Efficient Learning

Python

4

29

DCG

[CVPR 2023] Code release for "Improving Generalization with Domain Convex Game"

Python

3

30

TTSA

Code release for "Adapting Across Domains via Target-oriented Transferable Semantic Augmentation under Prototype Constraint"

Python

3

31

SCT

Python

2

32

CSDN

Official repository of "Critical Classes and Samples Discovering for Partial Domain Adaptation", IEEE Transaction on Cybernetics

Python

2

33

EvoS

Official implementation of our NeurIPS 2023 paper (EvoS).

Python

1