Domain Adaptation on Office-Home

Metric: Average Accuracy (higher is better)

LeaderboardDataset

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Results

#	Model↕	Average Accuracy▼	Augmentations	Paper	Date↕	Code
1	MoA (OpenCLIP, ViT-B/16)	90.6	No	Domain Generalization Using Large Pretrained Mod...	2023-10-17	Code
2	PromptStyler (CLIP, ViT-L/14)	89.1	No	PromptStyler: Prompt-driven Style Generation for...	2023-07-27	Code
3	UniDG + CORAL + ConvNeXt-B	88.9	No	Towards Unified and Effective Domain Generalizat...	2023-10-16	Code
4	SIMPLE+	87.7	No	-	-	Code
5	VL2V-SD (CLIP, ViT-B/16)	87.38	No	Leveraging Vision-Language Models for Improving ...	2023-10-12	Code
6	CAR-FT (CLIP, ViT-B/16)	85.7	No	Context-Aware Robust Fine-Tuning	2022-11-29	-
7	GMDG (RegNetY-16GF, SWAD)	84.7	No	Rethinking Multi-domain Generalization with A Ge...	2024-02-29	Code
8	SIMPLE	84.6	No	-	-	Code
9	Ensemble of Averages (RegNetY-16GF)	83.9	No	Ensemble of Averages: Improving Model Selection ...	2021-10-21	Code
10	PromptStyler (CLIP, ViT-B/16)	83.6	No	PromptStyler: Prompt-driven Style Generation for...	2023-07-27	Code
11	SPG (CLIP, ViT-B/16)	83.6	No	Soft Prompt Generation for Domain Generalization	2024-04-30	Code
12	MIRO (RegNetY-16GF, SWAD)	83.3	No	Domain Generalization by Mutual-Information Regu...	2022-03-21	Code
13	D-Triplet(RegNetY-16GF)	82.6	No	Domain-aware Triplet loss in Domain Generalization	2023-03-01	Code
14	GMDG (RegNetY-16GF)	80.8	No	Rethinking Multi-domain Generalization with A Ge...	2024-02-29	Code
15	SEDGE+	80.7	No	Domain Generalization using Pretrained Models wi...	2022-03-09	-
16	Ensemble of Averages (ResNeXt-50 32x4d)	80.2	No	Ensemble of Averages: Improving Model Selection ...	2021-10-21	Code
17	SEDGE	79.9	No	Domain Generalization using Pretrained Models wi...	2022-03-09	-
18	CADG	79.9	No	CADG: A Model Based on Cross Attention for Domai...	2022-03-31	-
19	GMoE-S/16	74.2	No	Sparse Mixture-of-Experts are Domain Generalizab...	2022-06-08	Code
20	SPG (CLIP, ResNet-50)	73.8	No	Soft Prompt Generation for Domain Generalization	2024-04-30	Code
21	PromptStyler (CLIP, ResNet-50)	73.6	No	PromptStyler: Prompt-driven Style Generation for...	2023-07-27	Code
22	Model Ratatouille	73.5	No	Model Ratatouille: Recycling Diverse Models for ...	2022-12-20	Code
23	Ensemble of Averages (ResNet-50)	72.5	No	Ensemble of Averages: Improving Model Selection ...	2021-10-21	Code
24	GMDG (ResNet-50, SWAD)	72.5	No	Rethinking Multi-domain Generalization with A Ge...	2024-02-29	Code
25	MIRO (ResNet-50, SWAD)	72.4	No	Domain Generalization by Mutual-Information Regu...	2022-03-21	Code
26	DDG	72.31	No	Dynamic Domain Generalization	2022-05-27	Code
27	PCL (swad+resnet50)	71.6	No	-	-	Code
28	DisClusterDA	71.4	No	0/1 Deep Neural Networks via Block Coordinate De...	2022-06-19	-
29	VNE (ResNet-50, SWAD)	71.1	No	VNE: An Effective Method for Improving Deep Repr...	2023-04-04	Code
30	MCDA	71.1	No	Class Overwhelms: Mutual Conditional Blended-Tar...	2023-02-03	Code
31	GMDG (ResNet-50)	70.7	No	Rethinking Multi-domain Generalization with A Ge...	2024-02-29	Code
32	SWAD (ResNet-50)	70.6	No	SWAD: Domain Generalization by Seeking Flat Minima	2021-02-17	Code
33	WAKD (DeiT-Ti)	70.5	No	Weight Averaging Improves Knowledge Distillation...	2023-09-20	Code
34	D-Triplet(Resnet-50)	70.3	No	Domain-aware Triplet loss in Domain Generalization	2023-03-01	Code
35	DREAME	69.76	No	Automated Domain Discovery from Multiple Sources...	2021-12-17	Code
36	AdaClust (ResNet-50, SWAD)	69.4	No	Adaptive Methods for Aggregated Domain Generaliz...	2021-12-09	Code
37	Fishr (ResNet-50)	68.2	No	Fishr: Invariant Gradient Variances for Out-of-D...	2021-09-07	Code
38	POEM	68	No	POEM: Polarization of Embeddings for Domain-Inva...	2023-05-22	Code
39	AdaClust (ResNet-50)	67.7	No	Adaptive Methods for Aggregated Domain Generaliz...	2021-12-09	Code
40	XDED (ResNet-18)	67.4	No	-	-	Code
41	XDED (ResNet-18)	67.4	No	-	-	-
42	WAKD (Resnet-18)	66.7	No	Weight Averaging Improves Knowledge Distillation...	2023-09-20	Code
43	CGCT	66.5	No	Curriculum Graph Co-Teaching for Multi-Target Do...	2021-04-01	Code
44	Jone et al. (ResNet-50)	66.2	No	Feature Stylization and Domain-aware Contrastive...	2021-08-19	Code
45	LRDG (ResNet-18)	65.75	No	Domain Generalization by Learning and Removing D...	2022-12-14	Code
46	RSC (ResNet18)	63.12	No	Self-Challenging Improves Cross-Domain Generaliz...	2020-07-05	Code
47	SagNet (ResNet-18)	62.34	No	Reducing Domain Gap by Reducing Style Bias	2019-10-25	Code
48	DADG (ResNet-18)	62.22	No	Discriminative Adversarial Domain Generalization...	2020-11-01	Code