Domain Adaptation on Office-Home

Metric: Accuracy (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Accuracy▼	Augmentations	Paper	Date↕	Code
1	SWG	92.3	No	Combining inherent knowledge of vision-language ...	2023-12-07	Code
2	FFTAT	91.4	No	Feature Fusion Transferability Aware Transformer...	2024-11-10	Code
3	RCL	90	No	Empowering Source-Free Domain Adaptation with ML...	2024-05-28	Code
4	RCL	90	No	Empowering Source-Free Domain Adaptation with ML...	2024-05-28	Code
5	PGA (ViT-L/14)	89.4	No	Enhancing Domain Adaptation through Prompt Gradi...	2024-06-13	Code
6	TransAdapter-B	89.4	No	TransAdapter: Vision Transformer for Feature-Cen...	2024-12-05	Code
7	PMTrans	89	No	Patch-Mix Transformer for Unsupervised Domain Ad...	2023-03-23	-
8	CMKD	89	No	-	-	Code
9	PMTrans	89	No	Patch-Mix Transformer for Unsupervised Domain Ad...	2023-03-23	-
10	MIC	86.2	No	MIC: Masked Image Consistency for Context-Enhanc...	2022-12-02	Code
11	SAMB	86.2	No	Semantic-aware Message Broadcasting for Efficien...	2022-12-06	Code
12	PDA (CLIP, ViT-B/16)	85.7	No	Prompt-based Distribution Alignment for Unsuperv...	2023-12-15	Code
13	SSRT-B	85.43	No	Safe Self-Refinement for Transformer-based Domai...	2022-04-16	Code
14	PGA (ViT-B/16)	85.1	No	Enhancing Domain Adaptation through Prompt Gradi...	2024-06-13	Code
15	EUDA	84.9	No	EUDA: An Efficient Unsupervised Domain Adaptatio...	2024-07-31	Code
16	ELS	84.6	No	Free Lunch for Domain Adversarial Training: Envi...	2023-02-01	Code
17	ProDe	84.5	No	Proxy Denoising for Source-Free Domain Adaptation	2024-06-03	Code
18	SDAT (ViT-B/16)	84.3	No	A Closer Look at Smoothness in Domain Adversaria...	2022-06-16	Code
19	ECB (CNN)	81.2	No	Learning CNN on ViT: A Hybrid Model to Explicitl...	2024-03-27	Code
20	CDTrans (DeiT-B)	80.5	No	CDTrans: Cross-domain Transformer for Unsupervis...	2021-09-13	Code
21	CDTrans	80.5	No	CDTrans: Cross-domain Transformer for Unsupervis...	2021-09-13	Code
22	DANN [cite:JMLR16RevGrad]	76.8	No	Domain-Adversarial Training of Neural Networks	2015-05-28	Code
23	JAN [cite:ICML17JAN]	76.8	No	Deep Transfer Learning with Joint Adaptation Net...	2016-05-21	Code
24	PGA (RN50)	75.8	No	Enhancing Domain Adaptation through Prompt Gradi...	2024-06-13	Code
25	PDA (CLIP, ResNet-50)	75.3	No	Prompt-based Distribution Alignment for Unsuperv...	2023-12-15	Code
26	PCL	74.5	No	Probabilistic Contrastive Learning for Domain Ad...	2021-11-11	Code
27	DAN [cite:ICML15DAN]	74.3	No	Learning Transferable Features with Deep Adaptat...	2015-02-10	Code
28	EvoADA	73.9	No	On Evolving Attention Towards Domain Adaptation	2021-03-25	-
29	GSDE	73.6	No	Gradual Source Domain Expansion for Unsupervised...	2023-11-16	Code
30	CoVi	73.1	No	Contrastive Vicinal Space for Unsupervised Domai...	2021-11-26	Code
31	CHATTY+MCC	73	No	CHATTY: Coupled Holistic Adversarial Transport T...	2023-04-19	-
32	FixBi	72.7	No	FixBi: Bridging Domain Spaces for Unsupervised D...	2020-11-18	Code
33	MCC+NWD	72.6	No	Reusing the Task-specific Classifier as a Discri...	2022-04-08	Code
34	SENTRY (ResNet50)	72.2	No	SENTRY: Selective Entropy Optimization via Commi...	2020-12-21	Code
35	SHOT	71.8	No	-	-	Code
36	CPGA	71.6	No	Source-free Domain Adaptation via Avatar Prototy...	2021-06-18	Code
37	BIWAA	71.5	No	-	-	Code
38	SPL	71	No	Unsupervised Domain Adaptation via Structured Pr...	2019-11-18	Code
39	CADA	70.2	No	Attending to Discriminative Certainty for Domain...	2019-06-08	Code
40	DAOD	69.8	No	Open Set Domain Adaptation: Theoretical Bound an...	2019-07-19	Code
41	MEDM	69.5	No	Entropy Minimization vs. Diversity Maximization ...	2020-02-05	Code
42	ASAN	68.6	No	-	-	Code
43	MEDA (ResNet50)	67.6	No	Transfer Learning with Dynamic Distribution Adap...	2019-09-17	Code
44	ResNet-50 [cite:CVPR16DRL]	59.9	No	Deep Residual Learning for Image Recognition	2015-12-10	Code
45	AlexNet [cite:NIPS12CNN]	54.9	No	-	-	Code
46	IDDA	49.46	No	Looking back at Labels: A Class based Domain Ada...	2019-04-02	Code
47	CAADA	48.19	No	Correlation-aware Adversarial Domain Adaptation ...	2019-11-29	-

#1SWGSOTA
92.3
Accuracy· 2023-12-07
Combining inherent knowledge of vision-language models with unsupervised domain adaptation through strong-weak guidance Code
#2FFTAT
91.4
Accuracy· 2024-11-10
Feature Fusion Transferability Aware Transformer for Unsupervised Domain Adaptation Code
#3RCL
90
Accuracy· 2024-05-28
Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum Learning Code
#4RCL
90
Accuracy· 2024-05-28
Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum Learning Code
#5PGA (ViT-L/14)
89.4
Accuracy· 2024-06-13
Enhancing Domain Adaptation through Prompt Gradient Alignment Code
#6TransAdapter-B
89.4
Accuracy· 2024-12-05
TransAdapter: Vision Transformer for Feature-Centric Unsupervised Domain Adaptation Code
#7PMTransSOTA
89
Accuracy· 2023-03-23
Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective
#8CMKD
89
Accuracy
No paperCode
#9PMTrans
89
Accuracy· 2023-03-23
Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective
#10MICSOTA
86.2
Accuracy· 2022-12-02
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation Code
#11SAMB
86.2
Accuracy· 2022-12-06
Semantic-aware Message Broadcasting for Efficient Unsupervised Domain Adaptation Code
#12PDA (CLIP, ViT-B/16)
85.7
Accuracy· 2023-12-15
Prompt-based Distribution Alignment for Unsupervised Domain Adaptation Code
#13SSRT-BSOTA
85.43
Accuracy· 2022-04-16
Safe Self-Refinement for Transformer-based Domain Adaptation Code
#14PGA (ViT-B/16)
85.1
Accuracy· 2024-06-13
Enhancing Domain Adaptation through Prompt Gradient Alignment Code
#15EUDA
84.9
Accuracy· 2024-07-31
EUDA: An Efficient Unsupervised Domain Adaptation via Self-Supervised Vision Transformer Code
#16ELS
84.6
Accuracy· 2023-02-01
Free Lunch for Domain Adversarial Training: Environment Label Smoothing Code
#17ProDe
84.5
Accuracy· 2024-06-03
Proxy Denoising for Source-Free Domain Adaptation Code
#18SDAT (ViT-B/16)
84.3
Accuracy· 2022-06-16
A Closer Look at Smoothness in Domain Adversarial Training Code
#19ECB (CNN)
81.2
Accuracy· 2024-03-27
Learning CNN on ViT: A Hybrid Model to Explicitly Class-specific Boundaries for Domain Adaptation Code
#20CDTrans (DeiT-B)SOTA
80.5
Accuracy· 2021-09-13
CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation Code
#21CDTrans
80.5
Accuracy· 2021-09-13
CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation Code
#22DANN [cite:JMLR16RevGrad]SOTA
76.8
Accuracy· 2015-05-28
Domain-Adversarial Training of Neural Networks Code
#23JAN [cite:ICML17JAN]
76.8
Accuracy· 2016-05-21
Deep Transfer Learning with Joint Adaptation Networks Code
#24PGA (RN50)
75.8
Accuracy· 2024-06-13
Enhancing Domain Adaptation through Prompt Gradient Alignment Code
#25PDA (CLIP, ResNet-50)
75.3
Accuracy· 2023-12-15
Prompt-based Distribution Alignment for Unsupervised Domain Adaptation Code
#26PCL
74.5
Accuracy· 2021-11-11
Probabilistic Contrastive Learning for Domain Adaptation Code
#27DAN [cite:ICML15DAN]SOTA
74.3
Accuracy· 2015-02-10
Learning Transferable Features with Deep Adaptation Networks Code
#28EvoADA
73.9
Accuracy· 2021-03-25
On Evolving Attention Towards Domain Adaptation
#29GSDE
73.6
Accuracy· 2023-11-16
Gradual Source Domain Expansion for Unsupervised Domain Adaptation Code
#30CoVi
73.1
Accuracy· 2021-11-26
Contrastive Vicinal Space for Unsupervised Domain Adaptation Code
#31CHATTY+MCC
73
Accuracy· 2023-04-19
CHATTY: Coupled Holistic Adversarial Transport Terms with Yield for Unsupervised Domain Adaptation
#32FixBi
72.7
Accuracy· 2020-11-18
FixBi: Bridging Domain Spaces for Unsupervised Domain Adaptation Code
#33MCC+NWD
72.6
Accuracy· 2022-04-08
Reusing the Task-specific Classifier as a Discriminator: Discriminator-free Adversarial Domain Adaptation Code
#34SENTRY (ResNet50)
72.2
Accuracy· 2020-12-21
SENTRY: Selective Entropy Optimization via Committee Consistency for Unsupervised Domain Adaptation Code
#35SHOT
71.8
Accuracy
No paperCode
#36CPGA
71.6
Accuracy· 2021-06-18
Source-free Domain Adaptation via Avatar Prototype Generation and Adaptation Code
#37BIWAA
71.5
Accuracy
No paperCode
#38SPL
71
Accuracy· 2019-11-18
Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-Labeling Code
#39CADA
70.2
Accuracy· 2019-06-08
Attending to Discriminative Certainty for Domain Adaptation Code
#40DAOD
69.8
Accuracy· 2019-07-19
Open Set Domain Adaptation: Theoretical Bound and Algorithm Code
#41MEDM
69.5
Accuracy· 2020-02-05
Entropy Minimization vs. Diversity Maximization for Domain Adaptation Code
#42ASAN
68.6
Accuracy
No paperCode
#43MEDA (ResNet50)
67.6
Accuracy· 2019-09-17
Transfer Learning with Dynamic Distribution Adaptation Code
#44ResNet-50 [cite:CVPR16DRL]
59.9
Accuracy· 2015-12-10
Deep Residual Learning for Image Recognition Code
#45AlexNet [cite:NIPS12CNN]
54.9
Accuracy
No paperCode
#46IDDA
49.46
Accuracy· 2019-04-02
Looking back at Labels: A Class based Domain Adaptation Technique Code
#47CAADA
48.19
Accuracy· 2019-11-29
Correlation-aware Adversarial Domain Adaptation and Generalization