Domain Adaptation on PACS

Metric: Accuracy (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Accuracy▼	Augmentations	Paper	Date↕	Code
1	SSGEN	88.09	No	Learning to Generalize across Domains on Single ...	2022-02-16	Code
2	Crafting-Shifts(ResNet18)	70.37	No	Crafting Distribution Shifts for Validation and ...	2024-09-29	Code
3	MCL (ResNet18)	69.86	No	Meta-causal Learning for Single Domain Generaliz...	2023-04-07	-
4	ProRandConv (ResNet18)	68.88	No	Progressive Random Convolutions for Single Domai...	2023-04-02	-
5	CADA (ResNet18)	68.41	No	-	-	-
6	ITTA (ResNet18)	68.4	No	Improved Test-Time Adaptation for Domain General...	2023-04-10	Code
7	XDED (ResNet18)	66.5	No	Cross-Domain Ensemble Distillation for Domain Ge...	2022-11-25	Code
8	ABA (ResNet18)	66.36	No	Adversarial Bayesian Augmentation for Single-Sou...	2023-07-18	Code
9	Crafting-Shifts(ResNet18)	65.85	No	Crafting Distribution Shifts for Validation and ...	2024-09-29	Code
10	GeoTexAug (ResNet18)	65	No	-	-	Code
11	ProRandConv (ResNet18)	62.89	No	Progressive Random Convolutions for Single Domai...	2023-04-02	-
12	SagNet (ResNet18)	61.9	No	Reducing Domain Gap by Reducing Style Bias	2019-10-25	Code
13	Crafting-Shifts(AlexNet)	60.97	No	Crafting Distribution Shifts for Validation and ...	2024-09-29	Code
14	MCL (ResNet18)	59.6	No	Meta-causal Learning for Single Domain Generaliz...	2023-04-07	-
15	SelfReg (ResNet18)	59.59	No	SelfReg: Self-supervised Contrastive Regularizat...	2021-04-20	Code
16	ABA (ResNet18)	59.04	No	Adversarial Bayesian Augmentation for Single-Sou...	2023-07-18	Code
17	MetaCNN (AlexNet)	57.17	No	-	-	-
18	CADA (ResNet18)	56.65	No	-	-	-
19	PACS (AlexNet)	55.24	No	Learning to Diversify for Single Domain Generali...	2021-08-26	Code

#1SSGENSOTA
88.09
Accuracy· 2022-02-16
Learning to Generalize across Domains on Single Test Samples Code
#2Crafting-Shifts(ResNet18)
70.37
Accuracy· 2024-09-29
Crafting Distribution Shifts for Validation and Training in Single Source Domain Generalization Code
#3MCL (ResNet18)
69.86
Accuracy· 2023-04-07
Meta-causal Learning for Single Domain Generalization
#4ProRandConv (ResNet18)
68.88
Accuracy· 2023-04-02
Progressive Random Convolutions for Single Domain Generalization
#5CADA (ResNet18)
68.41
Accuracy
No paper
#6ITTA (ResNet18)
68.4
Accuracy· 2023-04-10
Improved Test-Time Adaptation for Domain Generalization Code
#7XDED (ResNet18)
66.5
Accuracy· 2022-11-25
Cross-Domain Ensemble Distillation for Domain Generalization Code
#8ABA (ResNet18)
66.36
Accuracy· 2023-07-18
Adversarial Bayesian Augmentation for Single-Source Domain Generalization Code
#9Crafting-Shifts(ResNet18)
65.85
Accuracy· 2024-09-29
Crafting Distribution Shifts for Validation and Training in Single Source Domain Generalization Code
#10GeoTexAug (ResNet18)
65
Accuracy
No paperCode
#11ProRandConv (ResNet18)
62.89
Accuracy· 2023-04-02
Progressive Random Convolutions for Single Domain Generalization
#12SagNet (ResNet18)SOTA
61.9
Accuracy· 2019-10-25
Reducing Domain Gap by Reducing Style Bias Code
#13Crafting-Shifts(AlexNet)
60.97
Accuracy· 2024-09-29
Crafting Distribution Shifts for Validation and Training in Single Source Domain Generalization Code
#14MCL (ResNet18)
59.6
Accuracy· 2023-04-07
Meta-causal Learning for Single Domain Generalization
#15SelfReg (ResNet18)
59.59
Accuracy· 2021-04-20
SelfReg: Self-supervised Contrastive Regularization for Domain Generalization Code
#16ABA (ResNet18)
59.04
Accuracy· 2023-07-18
Adversarial Bayesian Augmentation for Single-Source Domain Generalization Code
#17MetaCNN (AlexNet)
57.17
Accuracy
No paper
#18CADA (ResNet18)
56.65
Accuracy
No paper
#19PACS (AlexNet)
55.24
Accuracy· 2021-08-26
Learning to Diversify for Single Domain Generalization Code