Single-Source Domain Generalization on PACS

Metric: Accuracy (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

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

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