Domain Generalization on TerraIncognita

Metric: Average Accuracy (higher is better)

LeaderboardDataset

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#	Model↕	Average Accuracy▼	Extra Data	Paper	Date↕	Code
1	UniDG + CORAL + ConvNeXt-B	69.6	No	Towards Unified and Effective Domain Generalizat...	2023-10-16	Code
2	GMDG (RegNetY-16GF, SWAD)	65	No	Rethinking Multi-domain Generalization with A Ge...	2024-02-29	Code
3	MIRO (RegNetY-16GF, SWAD)	64.3	No	Domain Generalization by Mutual-Information Regu...	2022-03-21	Code
4	CAR-FT (CLIP, ViT-B/16)	61.9	No	Context-Aware Robust Fine-Tuning	2022-11-29	-
5	Ensemble of Averages (RegNetY-16GF)	61.1	No	Ensemble of Averages: Improving Model Selection ...	2021-10-21	Code
6	GMDG (RegNetY-16GF)	60.7	No	Rethinking Multi-domain Generalization with A Ge...	2024-02-29	Code
7	SIMPLE+	59	No	-	-	Code
8	VL2V-SD (CLIP, ViT-B/16)	58.54	No	Leveraging Vision-Language Models for Improving ...	2023-10-12	Code
9	SIMPLE	57.6	No	-	-	Code
10	SEDGE+	56.8	No	Domain Generalization using Pretrained Models wi...	2022-03-09	-
11	SEDGE	56.8	No	Domain Generalization using Pretrained Models wi...	2022-03-09	-
12	CADG	55.7	No	CADG: A Model Based on Cross Attention for Domai...	2022-03-31	-
13	Ensemble of Averages (ResNeXt-50 32x4d)	55.2	No	Ensemble of Averages: Improving Model Selection ...	2021-10-21	Code
14	EOQ (ResNet-50)	53.2	No	QT-DoG: Quantization-aware Training for Domain G...	2024-10-08	Code
15	GMDG (ResNet-50, SWAD)	53	No	Rethinking Multi-domain Generalization with A Ge...	2024-02-29	Code
16	MIRO (ResNet-50, SWAD)	52.9	No	Domain Generalization by Mutual-Information Regu...	2022-03-21	Code
17	MoA (OpenCLIP, ViT-B/16)	52.8	No	Domain Generalization Using Large Pretrained Mod...	2023-10-17	Code
18	Ensemble of Averages (ResNet-50)	52.3	No	Ensemble of Averages: Improving Model Selection ...	2021-10-21	Code
19	Model Ratatouille	52	No	Model Ratatouille: Recycling Diverse Models for ...	2022-12-20	Code
20	VNE (ResNet-50, SWAD)	51.7	No	VNE: An Effective Method for Improving Deep Repr...	2023-04-04	Code
21	GMDG (ResNet-50)	51.1	No	Rethinking Multi-domain Generalization with A Ge...	2024-02-29	Code
22	QT-DoG (ResNet-50)	50.8	No	QT-DoG: Quantization-aware Training for Domain G...	2024-10-08	Code
23	AdaClust (ResNet-50, SWAD)	50.6	No	Adaptive Methods for Aggregated Domain Generaliz...	2021-12-09	Code
24	SPG (CLIP, ViT-B/16)	50.2	No	Soft Prompt Generation for Domain Generalization	2024-04-30	Code
25	SWAD (ResNet-50)	50	No	SWAD: Domain Generalization by Seeking Flat Minima	2021-02-17	Code
26	POEM	49.5	No	POEM: Polarization of Embeddings for Domain-Inva...	2023-05-22	Code
27	DREAME	48.66	No	Automated Domain Discovery from Multiple Sources...	2021-12-17	Code
28	GMoE-S/16	48.5	No	Sparse Mixture-of-Experts are Domain Generalizab...	2022-06-08	Code
29	AdaClust (ResNet-50)	48.1	No	Adaptive Methods for Aggregated Domain Generaliz...	2021-12-09	Code
30	Fishr(ResNet-50)	47.4	No	Fishr: Invariant Gradient Variances for Out-of-D...	2021-09-07	Code

#1UniDG + CORAL + ConvNeXt-BSOTA
69.6
Average Accuracy· 2023-10-16
Towards Unified and Effective Domain Generalization Code
#2GMDG (RegNetY-16GF, SWAD)
65
Average Accuracy· 2024-02-29
Rethinking Multi-domain Generalization with A General Learning Objective Code
#3MIRO (RegNetY-16GF, SWAD)SOTA
64.3
Average Accuracy· 2022-03-21
Domain Generalization by Mutual-Information Regularization with Pre-trained Models Code
#4CAR-FT (CLIP, ViT-B/16)
61.9
Average Accuracy· 2022-11-29
Context-Aware Robust Fine-Tuning
#5Ensemble of Averages (RegNetY-16GF)SOTA
61.1
Average Accuracy· 2021-10-21
Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization Code
#6GMDG (RegNetY-16GF)
60.7
Average Accuracy· 2024-02-29
Rethinking Multi-domain Generalization with A General Learning Objective Code
#7SIMPLE+
59
Average Accuracy
No paperCode
#8VL2V-SD (CLIP, ViT-B/16)
58.54
Average Accuracy· 2023-10-12
Leveraging Vision-Language Models for Improving Domain Generalization in Image Classification Code
#9SIMPLE
57.6
Average Accuracy
No paperCode
#10SEDGE+
56.8
Average Accuracy· 2022-03-09
Domain Generalization using Pretrained Models without Fine-tuning
#11SEDGE
56.8
Average Accuracy· 2022-03-09
Domain Generalization using Pretrained Models without Fine-tuning
#12CADG
55.7
Average Accuracy· 2022-03-31
CADG: A Model Based on Cross Attention for Domain Generalization
#13Ensemble of Averages (ResNeXt-50 32x4d)
55.2
Average Accuracy· 2021-10-21
Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization Code
#14EOQ (ResNet-50)
53.2
Average Accuracy· 2024-10-08
QT-DoG: Quantization-aware Training for Domain Generalization Code
#15GMDG (ResNet-50, SWAD)
53
Average Accuracy· 2024-02-29
Rethinking Multi-domain Generalization with A General Learning Objective Code
#16MIRO (ResNet-50, SWAD)
52.9
Average Accuracy· 2022-03-21
Domain Generalization by Mutual-Information Regularization with Pre-trained Models Code
#17MoA (OpenCLIP, ViT-B/16)
52.8
Average Accuracy· 2023-10-17
Domain Generalization Using Large Pretrained Models with Mixture-of-Adapters Code
#18Ensemble of Averages (ResNet-50)
52.3
Average Accuracy· 2021-10-21
Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization Code
#19Model Ratatouille
52
Average Accuracy· 2022-12-20
Model Ratatouille: Recycling Diverse Models for Out-of-Distribution Generalization Code
#20VNE (ResNet-50, SWAD)
51.7
Average Accuracy· 2023-04-04
VNE: An Effective Method for Improving Deep Representation by Manipulating Eigenvalue Distribution Code
#21GMDG (ResNet-50)
51.1
Average Accuracy· 2024-02-29
Rethinking Multi-domain Generalization with A General Learning Objective Code
#22QT-DoG (ResNet-50)
50.8
Average Accuracy· 2024-10-08
QT-DoG: Quantization-aware Training for Domain Generalization Code
#23AdaClust (ResNet-50, SWAD)
50.6
Average Accuracy· 2021-12-09
Adaptive Methods for Aggregated Domain Generalization Code
#24SPG (CLIP, ViT-B/16)
50.2
Average Accuracy· 2024-04-30
Soft Prompt Generation for Domain Generalization Code
#25SWAD (ResNet-50)SOTA
50
Average Accuracy· 2021-02-17
SWAD: Domain Generalization by Seeking Flat Minima Code
#26POEM
49.5
Average Accuracy· 2023-05-22
POEM: Polarization of Embeddings for Domain-Invariant Representations Code
#27DREAME
48.66
Average Accuracy· 2021-12-17
Automated Domain Discovery from Multiple Sources to Improve Zero-Shot Generalization Code
#28GMoE-S/16
48.5
Average Accuracy· 2022-06-08
Sparse Mixture-of-Experts are Domain Generalizable Learners Code
#29AdaClust (ResNet-50)
48.1
Average Accuracy· 2021-12-09
Adaptive Methods for Aggregated Domain Generalization Code
#30Fishr(ResNet-50)
47.4
Average Accuracy· 2021-09-07
Fishr: Invariant Gradient Variances for Out-of-Distribution Generalization Code