Unsupervised Domain Adaptation on Office-Home

Metric: Accuracy (higher is better)

LeaderboardDataset

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	FFTAT	91.4	No	Feature Fusion Transferability Aware Transformer...	2024-11-10	Code
2	RCL	90	No	Empowering Source-Free Domain Adaptation with ML...	2024-05-28	Code
3	TransAdapter-B	89.4	No	TransAdapter: Vision Transformer for Feature-Cen...	2024-12-05	Code
4	PMTrans	89	No	Patch-Mix Transformer for Unsupervised Domain Ad...	2023-03-23	-
5	SAMB	86.2	No	Semantic-aware Message Broadcasting for Efficien...	2022-12-06	Code
6	PDA (CLIP, ViT-B/16)	85.7	No	Prompt-based Distribution Alignment for Unsuperv...	2023-12-15	Code
7	SSRT-B	85.43	No	Safe Self-Refinement for Transformer-based Domai...	2022-04-16	Code
8	EUDA	84.9	No	EUDA: An Efficient Unsupervised Domain Adaptatio...	2024-07-31	Code
9	ProDe	84.5	No	Proxy Denoising for Source-Free Domain Adaptation	2024-06-03	Code
10	ECB (CNN)	81.2	No	Learning CNN on ViT: A Hybrid Model to Explicitl...	2024-03-27	Code
11	CDTrans	80.5	No	CDTrans: Cross-domain Transformer for Unsupervis...	2021-09-13	Code
12	DANN [cite:JMLR16RevGrad]	76.8	No	Domain-Adversarial Training of Neural Networks	2015-05-28	Code
13	JAN [cite:ICML17JAN]	76.8	No	Deep Transfer Learning with Joint Adaptation Net...	2016-05-21	Code
14	PDA (CLIP, ResNet-50)	75.3	No	Prompt-based Distribution Alignment for Unsuperv...	2023-12-15	Code
15	DAN [cite:ICML15DAN]	74.3	No	Learning Transferable Features with Deep Adaptat...	2015-02-10	Code
16	CHATTY+MCC	73	No	CHATTY: Coupled Holistic Adversarial Transport T...	2023-04-19	-
17	ResNet-50 [cite:CVPR16DRL]	59.9	No	Deep Residual Learning for Image Recognition	2015-12-10	Code
18	AlexNet [cite:NIPS12CNN]	54.9	No	-	-	Code