Domain Adaptation on Office-31

Metric: Average Accuracy (higher is better)

LeaderboardDataset

Loading chart...

Results

#	Model↕	Average Accuracy▼	Augmentations	Paper	Date↕	Code
1	FFTAT	96	No	Feature Fusion Transferability Aware Transformer...	2024-11-10	Code
2	PMTrans	95.3	No	Patch-Mix Transformer for Unsupervised Domain Ad...	2023-03-23	-
3	CMKD	94.4	No	-	-	Code
4	SSRT-B (ours)	93.5	No	Safe Self-Refinement for Transformer-based Domai...	2022-04-16	Code
5	CDTrans	92.6	No	CDTrans: Cross-domain Transformer for Unsupervis...	2021-09-13	Code
6	CoVi	91.8	No	Contrastive Vicinal Space for Unsupervised Domai...	2021-11-26	Code
7	GSDE	91.7	No	Gradual Source Domain Expansion for Unsupervised...	2023-11-16	Code
8	FixBi	91.4	No	FixBi: Bridging Domain Spaces for Unsupervised D...	2020-11-18	Code
9	Contrastive Adaptation Network	90.6	No	Contrastive Adaptation Network for Unsupervised ...	2019-01-04	Code
10	BIWAA	90.5	No	-	-	Code
11	DALN	90.4	No	Reusing the Task-specific Classifier as a Discri...	2022-04-08	Code
12	ELS	90.4	No	Free Lunch for Domain Adversarial Training: Envi...	2023-02-01	Code
13	dSNE	90.01	No	-	-	Code
14	ASAN	90	No	-	-	Code
15	CPGA	89.9	No	Source-free Domain Adaptation via Avatar Prototy...	2021-06-18	Code
16	SFDA2	89.9	No	SF(DA)$^2$: Source-free Domain Adaptation Throug...	2024-03-16	Code
17	MDAIR	89.8	No	Modified Distribution Alignment for Domain Adapt...	2019-04-04	Code
18	SPL	89.6	No	Unsupervised Domain Adaptation via Structured Pr...	2019-11-18	Code
19	MCDA	89.6	No	Class Overwhelms: Mutual Conditional Blended-Tar...	2023-02-03	Code
20	CADA-P	89.5	No	Attending to Discriminative Certainty for Domain...	2019-06-08	Code
21	MEDM	89.2	No	Entropy Minimization vs. Diversity Maximization ...	2020-02-05	Code
22	DADA	89	No	Discriminative Adversarial Domain Adaptation	2019-11-27	Code
23	SHOT	88.6	No	Do We Really Need to Access the Source Data? Sou...	2020-02-20	Code
24	DCGCT	88.2	No	Curriculum Graph Co-Teaching for Multi-Target Do...	2021-04-01	Code
25	DADA	88	No	Dual Adversarial Domain Adaptation	2020-01-01	Code
26	GLOT-DR	87.8	No	Global-Local Regularization Via Distributional R...	2022-03-01	Code
27	IAFN+ENT	87.1	No	Larger Norm More Transferable: An Adaptive Featu...	2018-11-19	Code
28	MRKLD + LRENT	86.8	No	Confidence Regularized Self-Training	2019-08-26	Code
29	GTA	86.5	No	Generate To Adapt: Aligning Domains using Genera...	2017-04-06	Code
30	MEDA (ResNet50)	85.7	No	Transfer Learning with Dynamic Distribution Adap...	2019-09-17	Code
31	DAOD	85.4	No	Open Set Domain Adaptation: Theoretical Bound an...	2019-07-19	Code
32	MADA	85.2	No	Multi-Adversarial Domain Adaptation	2018-09-04	Code
33	DAGE-LDA	82.77	No	Supervised Domain Adaptation: A Graph Embedding ...	2020-04-23	Code
34	CCSA	82.17	No	Supervised Domain Adaptation: A Graph Embedding ...	2020-04-23	Code
35	d-SNE	81.63	No	Supervised Domain Adaptation: A Graph Embedding ...	2020-04-23	Code
36	rRevGrad+CAT	80.1	No	Cluster Alignment with a Teacher for Unsupervise...	2019-03-24	Code
37	CD3A	79.5	No	Curriculum based Dropout Discriminator for Domai...	2019-07-24	Code
38	IDDA(Alexnet)	78.5	No	Looking back at Labels: A Class based Domain Ada...	2019-04-02	Code
39	IDDA (AlexNet)	78.5	No	Looking back at Labels: A Class based Domain Ada...	2019-04-02	Code
40	CAADA	78.3	No	Correlation-aware Adversarial Domain Adaptation ...	2019-11-29	-
41	ResNet-50	76.1	No	Deep Residual Learning for Image Recognition	2015-12-10	Code
42	SRDA (RAN)	73.5	No	Learning Smooth Representation for Unsupervised ...	2019-05-26	Code