Domain Generalization on PACS

Metric: Average Accuracy (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Average Accuracy▼	Extra Data	Paper	Date↕	Code
1	SIMPLE+	99	No	-	-	Code
2	PromptStyler (CLIP, ViT-L/14)	98.6	No	PromptStyler: Prompt-driven Style Generation for...	2023-07-27	Code
3	GMDG (RegNetY-16GF, SWAD)	97.9	No	Rethinking Multi-domain Generalization with A Ge...	2024-02-29	Code
4	D-Triplet(RegNetY-16GF)	97.6	No	Domain-aware Triplet loss in Domain Generalization	2023-03-01	Code
5	MoA (OpenCLIP, ViT-B/16)	97.4	No	Domain Generalization Using Large Pretrained Mod...	2023-10-17	Code
6	GMDG (e RegNetY-16GF)	97.3	No	Rethinking Multi-domain Generalization with A Ge...	2024-02-29	Code
7	PromptStyler (CLIP, ViT-B/16)	97.2	No	PromptStyler: Prompt-driven Style Generation for...	2023-07-27	Code
8	SPG (CLIP, ViT-B/16)	97	No	Soft Prompt Generation for Domain Generalization	2024-04-30	Code
9	MIRO (RegNetY-16GF, SWAD)	96.8	No	Domain Generalization by Mutual-Information Regu...	2022-03-21	Code
10	CAR-FT (CLIP, ViT-B/16)	96.8	No	Context-Aware Robust Fine-Tuning	2022-11-29	-
11	VL2V-SD (CLIP, ViT-B/16)	96.68	No	Leveraging Vision-Language Models for Improving ...	2023-10-12	Code
12	SEDGE+	96.1	No	Domain Generalization using Pretrained Models wi...	2022-03-09	-
13	Ensemble of Averages (RegNetY-16GF)	95.8	No	Ensemble of Averages: Improving Model Selection ...	2021-10-21	Code
14	UniDG + CORAL + ConvNeXt-B	95.6	No	Towards Unified and Effective Domain Generalizat...	2023-10-16	Code
15	CADG	94.6	No	CADG: A Model Based on Cross Attention for Domai...	2022-03-31	-
16	Ensemble of Averages (ResNeXt-50 32x4d)	93.2	No	Ensemble of Averages: Improving Model Selection ...	2021-10-21	Code
17	PromptStyler (CLIP, ResNet-50)	93.2	No	PromptStyler: Prompt-driven Style Generation for...	2023-07-27	Code
18	SPG (CLIP, ResNet-50)	92.8	No	Soft Prompt Generation for Domain Generalization	2024-04-30	Code
19	EoQ (ResNet-50)	90.7	No	QT-DoG: Quantization-aware Training for Domain G...	2024-10-08	Code
20	Model Ratatouille	90.5	No	Model Ratatouille: Recycling Diverse Models for ...	2022-12-20	Code
21	RISE (ResNet-50)	90.2	No	A Sentence Speaks a Thousand Images: Domain Gene...	2023-09-21	Code
22	AdaClust (ResNet-50, SWAD)	89.2	No	Adaptive Methods for Aggregated Domain Generaliz...	2021-12-09	Code
23	PCL (ResNet50, SWAD)	88.7	No	-	-	Code
24	LRDG (ResNet-50)	88.63	No	Domain Generalization by Learning and Removing D...	2022-12-14	Code
25	Ensemble of Averages (ResNet-50)	88.6	No	Ensemble of Averages: Improving Model Selection ...	2021-10-21	Code
26	BatchFormer(ResNet-50, SWAD)	88.6	No	BatchFormer: Learning to Explore Sample Relation...	2022-03-03	Code
27	SIMPLE	88.6	No	-	-	Code
28	MIRO (ResNet-50, SWAD)	88.4	No	Domain Generalization by Mutual-Information Regu...	2022-03-21	Code
29	GMDG (ResNet-50, SWAD)	88.4	No	Rethinking Multi-domain Generalization with A Ge...	2024-02-29	Code
30	VNE (ResNet-50, SWAD)	88.3	No	VNE: An Effective Method for Improving Deep Repr...	2023-04-04	Code
31	SWAD (ResNet-50)	88.1	No	SWAD: Domain Generalization by Seeking Flat Minima	2021-02-17	Code
32	GMoE-S/16	88.1	No	Sparse Mixture-of-Experts are Domain Generalizab...	2022-06-08	Code
33	QT-DoG (ResNet-50)	87.89	No	QT-DoG: Quantization-aware Training for Domain G...	2024-10-08	Code
34	DDG	87.87	No	Dynamic Domain Generalization	2022-05-27	Code
35	RSC (ResNet-50)	87.83	No	Self-Challenging Improves Cross-Domain Generaliz...	2020-07-05	Code
36	WAKD (DeiT-Ti)	87.6	No	Weight Averaging Improves Knowledge Distillation...	2023-09-20	Code
37	MDG-Hybrid (ResNet-50)	87.52	No	Domain Generalization using Causal Matching	2020-06-12	Code
38	DREAME	87.35	No	Automated Domain Discovery from Multiple Sources...	2021-12-17	Code
39	D-Triplet(Resnet-50)	87.3	No	Domain-aware Triplet loss in Domain Generalization	2023-03-01	Code
40	AdaClust (ResNet-50)	87	No	Adaptive Methods for Aggregated Domain Generaliz...	2021-12-09	Code
41	Fishr(ResNet-50,DomainBed)	86.9	No	Fishr: Invariant Gradient Variances for Out-of-D...	2021-09-07	Code
42	Meta-DMoE (ResNet-50)	86.9	No	Meta-DMoE: Adapting to Domain Shift by Meta-Dist...	2022-10-08	Code
43	POEM	86.7	No	POEM: Polarization of Embeddings for Domain-Inva...	2023-05-22	Code
44	DSON (Resnet-50)	86.64	No	Learning to Optimize Domain Specific Normalizati...	2019-07-09	-
45	STEAM (Resnet-18)	86.6	No	A Style and Semantic Memory Mechanism for Domain...	2021-12-14	-
46	WAKD (Resnet-18)	86.6	No	Weight Averaging Improves Knowledge Distillation...	2023-09-20	Code
47	XDED (ResNet-18)	86.4	No	Cross-Domain Ensemble Distillation for Domain Ge...	2022-11-25	Code
48	XDED (ResNet-18)	86.4	No	Cross-Domain Ensemble Distillation for Domain Ge...	2022-11-25	Code
49	EISNet (Resnet-50)	85.84	No	Learning from Extrinsic and Intrinsic Supervisio...	2020-07-18	-
50	GMDG (ResNet-50)	85.6	No	Rethinking Multi-domain Generalization with A Ge...	2024-02-29	Code
51	ERM (Resnet-50, DomainBed)	85.5	No	In Search of Lost Domain Generalization	2020-07-02	Code
52	ER (Resnet-50)	85.34	No	-	-	Code
53	RSC (Resnet-50, DomainBed)	85.2	No	Self-Challenging Improves Cross-Domain Generaliz...	2020-07-05	Code
54	RSC (Resnet-18)	85.15	No	Self-Challenging Improves Cross-Domain Generaliz...	2020-07-05	Code
55	DSON (Resnet-18)	85.11	No	Learning to Optimize Domain Specific Normalizati...	2019-07-09	-
56	StableNet (ResNet-18)	84.69	No	Deep Stable Learning for Out-Of-Distribution Gen...	2021-04-16	Code
57	DGIS (Resnet-18, Painting)	84.64	No	Frustratingly Simple Domain Generalization via I...	2020-06-19	Code
58	MMD-AAE (Resnet-50, DomainBed)	84.6	No	-	-	-
59	Mixup (Resnet-50, DomainBed)	84.6	No	Improve Unsupervised Domain Adaptation with Mixu...	2020-01-03	Code
60	DDEC (Resnet-18)	84.46	No	Towards Shape Biased Unsupervised Representation...	2019-09-18	-
61	GroupDRO (Resnet-50, DomainBed)	84.4	No	Distributionally Robust Neural Networks for Grou...	2019-11-20	Code
62	MDG-Hybrid (Resnet-18)	84.35	No	Domain Generalization using Causal Matching	2020-06-12	Code
63	Stylized (Resnet-18)	84.32	No	Rethinking Domain Generalization Baselines	2021-01-22	-
64	NAS-OoD (R	84.23	No	NAS-OoD: Neural Architecture Search for Out-of-D...	2021-09-05	Code
65	SEDGE	84.1	No	Domain Generalization using Pretrained Models wi...	2022-03-09	-
66	MixStyle (Resnet-18)	83.7	No	Domain Generalization with MixStyle	2021-04-05	Code
67	SelfReg (Resnet-50)	83.62	No	SelfReg: Self-supervised Contrastive Regularizat...	2021-04-20	Code
68	MetaReg (Resnet-50)	83.6	No	-	-	-
69	DMG (Resnet-50)	83.37	No	Learning to Balance Specificity and Invariance f...	2020-08-28	Code
70	G2DM (ResNet-18)	83.34	No	Generalizing to unseen domains via distribution ...	2019-11-03	Code
71	SagNet (Resnet-18)	83.25	No	Reducing Domain Gap by Reducing Style Bias	2019-10-25	Code
72	BNE (ResNet-18)	83.1	No	Batch Normalization Embeddings for Deep Domain G...	2020-11-25	-
73	DDAIG (Resnet-18)	83.1	No	Deep Domain-Adversarial Image Generation for Dom...	2020-03-12	-
74	L2A-OT (Resnet-18)	82.8	No	Learning to Generate Novel Domains for Domain Ge...	2020-07-07	Code
75	MASF (Resnet-50)	82.67	No	Domain Generalization via Model-Agnostic Learnin...	2019-10-29	Code
76	CDANN (Resnet-50, DomainBed)	82.6	No	-	-	-
77	DecAug (Resnet-18)	82.4	No	DecAug: Augmenting HOI Detection via Decomposition	2020-10-02	-
78	DecAug (Resnet-18)	82.39	No	DecAug: Out-of-Distribution Generalization via D...	2020-12-17	Code
79	SagNet (Resnet-50)	82.3	No	Reducing Domain Gap by Reducing Style Bias	2019-10-25	Code
80	EISNet (Resnet-18)	82.15	No	Learning from Extrinsic and Intrinsic Supervisio...	2020-07-18	-
81	MMLD (Resnet-18, k=2)	81.83	No	Domain Generalization Using a Mixture of Multipl...	2019-11-18	Code
82	FAR (Resnet-18)	81.7	No	Feature Alignment and Restoration for Domain Gen...	2020-06-22	-
83	MetaReg (Resnet-18)	81.7	No	-	-	-
84	CuMix (Resnet-18)	81.6	No	Towards Recognizing Unseen Categories in Unseen ...	2020-07-23	Code
85	Epi-FCR (Resnet-18)	81.5	No	Episodic Training for Domain Generalization	2019-01-31	Code
86	S-MLDG (Resnet-18)	81.5	No	Sequential Learning for Domain Generalization	2020-04-03	-
87	DMG (Resnet-18)	81.46	No	Learning to Balance Specificity and Invariance f...	2020-08-28	Code
88	Jigsaw+Rotation (Resnet-18)	81.41	No	Self-Supervised Learning Across Domains	2020-07-24	-
89	ER (Resnet-18)	81.38	No	-	-	Code
90	MASF (Resnet-18)	81.04	No	Domain Generalization via Model-Agnostic Learnin...	2019-10-29	Code
91	D-SAM-Λ (Resnet-18)	80.72	No	Domain Generalization with Domain-Specific Aggre...	2018-09-28	-
92	CrossGrad (Resnet-18)	80.7	No	Generalizing Across Domains via Cross-Gradient T...	2018-04-28	Code
93	CSD (Resnet-18)	80.69	No	Efficient Domain Generalization via Common-Speci...	2020-03-28	Code
94	JiGen (Resnet-18)	80.51	No	Domain Generalization by Solving Jigsaw Puzzles	2019-03-16	Code
95	DADG (Resnet-18)	80.38	No	Discriminative Adversarial Domain Generalization...	2020-11-01	Code
96	CCSA (Resnet-18)	79.4	No	Unified Deep Supervised Domain Adaptation and Ge...	2017-09-28	Code
97	DDEC (Alexnet)	79.15	No	Towards Shape Biased Unsupervised Representation...	2019-09-18	-
98	Deep All (Resnet-18)	79.05	No	Domain Generalization by Solving Jigsaw Puzzles	2019-03-16	Code
99	Stylized (Alexnet)	77.31	No	Rethinking Domain Generalization Baselines	2021-01-22	-
100	MMD-AAE (Resnet-18)	77	No	-	-	-
101	DGIS (Alexnet, Painting)	76.62	No	Frustratingly Simple Domain Generalization via I...	2020-06-19	Code
102	RSC (AlexNet)	76.05	No	Self-Challenging Improves Cross-Domain Generaliz...	2020-07-05	Code
103	ER (Alexnet)	75.67	No	-	-	Code
104	SagNet (Alexnet)	75.52	No	Reducing Domain Gap by Reducing Style Bias	2019-10-25	Code
105	MASF (Alexnet)	75.21	No	Domain Generalization via Model-Agnostic Learnin...	2019-10-29	Code
106	MMLD (Alexnet, k=3)	74.38	No	Domain Generalization Using a Mixture of Multipl...	2019-11-18	Code
107	Jigsaw+Rotation (Alexnet)	74.08	No	Self-Supervised Learning Across Domains	2020-07-24	-
108	G2DM (AlexNet)	73.55	No	Generalizing to unseen domains via distribution ...	2019-11-03	Code
109	GLOT-DR	73.5	No	Global-Local Regularization Via Distributional R...	2022-03-01	Code
110	JiGen (Alexnet)	73.38	No	Domain Generalization by Solving Jigsaw Puzzles	2019-03-16	Code
111	DMG (Alexnet)	73.32	No	Learning to Balance Specificity and Invariance f...	2020-08-28	Code
112	MetaReg (Alexnet)	72.62	No	-	-	-
113	DADG (AlexNet)	72.11	No	Discriminative Adversarial Domain Generalization...	2020-11-01	Code
114	PAR (Alexnet)	72.08	No	Learning Robust Global Representations by Penali...	2019-05-29	Code
115	Epi-FCR (Alexnet)	72	No	Episodic Training for Domain Generalization	2019-01-31	Code
116	CAADG (Alexnet)	71.98	No	Correlation-aware Adversarial Domain Adaptation ...	2019-11-29	-
117	Deep All (Alexnet)	71.52	No	Domain Generalization by Solving Jigsaw Puzzles	2019-03-16	Code
118	D-SAM (Alexnet)	71.2	No	Domain Generalization with Domain-Specific Aggre...	2018-09-28	-
119	VREx (Alexnet)	71.14	No	Out-of-Distribution Generalization via Risk Extr...	2020-03-02	Code
120	RC (Alexnet)	70.53	No	Robust and Generalizable Visual Representation L...	2020-07-25	Code
121	FeatureCritic (Alexnet)	70.4	No	Feature-Critic Networks for Heterogeneous Domain...	2019-01-31	Code
122	BestSources (Alexnet)	70.3	No	Best sources forward: domain generalization thro...	2018-06-15	-
123	Hex (Alexnet)	70.2	No	Learning Robust Representations by Projecting Su...	2019-03-02	-
124	MLDG (Alexnet)	70.01	No	Learning to Generalize: Meta-Learning for Domain...	2017-10-10	Code
125	JAN-COMBO (Alexnet)	69.45	No	Multi-component Image Translation for Deep Domai...	2018-12-21	-
126	Rotation+Gabor+DeepCluster (Alexnet)	69.32	No	Improving out-of-distribution generalization via...	2020-03-30	-
127	TF (Alexnet)	69.21	No	Deeper, Broader and Artier Domain Generalization	2017-10-09	Code
128	CIDDG (Alexnet)	68.88	No	-	-	-
129	DSN (Alexnet)	67.37	No	Domain Separation Networks	2016-08-22	Code
130	LRE-SVM	58.99	No	Deeper, Broader and Artier Domain Generalization	2017-10-09	Code
131	SVM	58.74	No	Deeper, Broader and Artier Domain Generalization	2017-10-09	Code
132	SGE (GNN-Tag)	47.45	No	Shape-Biased Domain Generalization via Shock Gra...	2021-09-13	-
133	BayesPrompt	0	No	-	-	-

#1SIMPLE+
99
Average Accuracy
No paperCode
#2PromptStyler (CLIP, ViT-L/14)SOTA
98.6
Average Accuracy· 2023-07-27
PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization Code
#3GMDG (RegNetY-16GF, SWAD)
97.9
Average Accuracy· 2024-02-29
Rethinking Multi-domain Generalization with A General Learning Objective Code
#4D-Triplet(RegNetY-16GF)SOTA
97.6
Average Accuracy· 2023-03-01
Domain-aware Triplet loss in Domain Generalization Code
#5MoA (OpenCLIP, ViT-B/16)
97.4
Average Accuracy· 2023-10-17
Domain Generalization Using Large Pretrained Models with Mixture-of-Adapters Code
#6GMDG (e RegNetY-16GF)
97.3
Average Accuracy· 2024-02-29
Rethinking Multi-domain Generalization with A General Learning Objective Code
#7PromptStyler (CLIP, ViT-B/16)
97.2
Average Accuracy· 2023-07-27
PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization Code
#8SPG (CLIP, ViT-B/16)
97
Average Accuracy· 2024-04-30
Soft Prompt Generation for Domain Generalization Code
#9MIRO (RegNetY-16GF, SWAD)SOTA
96.8
Average Accuracy· 2022-03-21
Domain Generalization by Mutual-Information Regularization with Pre-trained Models Code
#10CAR-FT (CLIP, ViT-B/16)
96.8
Average Accuracy· 2022-11-29
Context-Aware Robust Fine-Tuning
#11VL2V-SD (CLIP, ViT-B/16)
96.68
Average Accuracy· 2023-10-12
Leveraging Vision-Language Models for Improving Domain Generalization in Image Classification Code
#12SEDGE+SOTA
96.1
Average Accuracy· 2022-03-09
Domain Generalization using Pretrained Models without Fine-tuning
#13Ensemble of Averages (RegNetY-16GF)SOTA
95.8
Average Accuracy· 2021-10-21
Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization Code
#14UniDG + CORAL + ConvNeXt-B
95.6
Average Accuracy· 2023-10-16
Towards Unified and Effective Domain Generalization Code
#15CADG
94.6
Average Accuracy· 2022-03-31
CADG: A Model Based on Cross Attention for Domain Generalization
#16Ensemble of Averages (ResNeXt-50 32x4d)
93.2
Average Accuracy· 2021-10-21
Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization Code
#17PromptStyler (CLIP, ResNet-50)
93.2
Average Accuracy· 2023-07-27
PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization Code
#18SPG (CLIP, ResNet-50)
92.8
Average Accuracy· 2024-04-30
Soft Prompt Generation for Domain Generalization Code
#19EoQ (ResNet-50)
90.7
Average Accuracy· 2024-10-08
QT-DoG: Quantization-aware Training for Domain Generalization Code
#20Model Ratatouille
90.5
Average Accuracy· 2022-12-20
Model Ratatouille: Recycling Diverse Models for Out-of-Distribution Generalization Code
#21RISE (ResNet-50)
90.2
Average Accuracy· 2023-09-21
A Sentence Speaks a Thousand Images: Domain Generalization through Distilling CLIP with Language Guidance Code
#22AdaClust (ResNet-50, SWAD)
89.2
Average Accuracy· 2021-12-09
Adaptive Methods for Aggregated Domain Generalization Code
#23PCL (ResNet50, SWAD)
88.7
Average Accuracy
No paperCode
#24LRDG (ResNet-50)
88.63
Average Accuracy· 2022-12-14
Domain Generalization by Learning and Removing Domain-specific Features Code
#25Ensemble of Averages (ResNet-50)
88.6
Average Accuracy· 2021-10-21
Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization Code
#26BatchFormer(ResNet-50, SWAD)
88.6
Average Accuracy· 2022-03-03
BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning Code
#27SIMPLE
88.6
Average Accuracy
No paperCode
#28MIRO (ResNet-50, SWAD)
88.4
Average Accuracy· 2022-03-21
Domain Generalization by Mutual-Information Regularization with Pre-trained Models Code
#29GMDG (ResNet-50, SWAD)
88.4
Average Accuracy· 2024-02-29
Rethinking Multi-domain Generalization with A General Learning Objective Code
#30VNE (ResNet-50, SWAD)
88.3
Average Accuracy· 2023-04-04
VNE: An Effective Method for Improving Deep Representation by Manipulating Eigenvalue Distribution Code
#31SWAD (ResNet-50)SOTA
88.1
Average Accuracy· 2021-02-17
SWAD: Domain Generalization by Seeking Flat Minima Code
#32GMoE-S/16
88.1
Average Accuracy· 2022-06-08
Sparse Mixture-of-Experts are Domain Generalizable Learners Code
#33QT-DoG (ResNet-50)
87.89
Average Accuracy· 2024-10-08
QT-DoG: Quantization-aware Training for Domain Generalization Code
#34DDG
87.87
Average Accuracy· 2022-05-27
Dynamic Domain Generalization Code
#35RSC (ResNet-50)SOTA
87.83
Average Accuracy· 2020-07-05
Self-Challenging Improves Cross-Domain Generalization Code
#36WAKD (DeiT-Ti)
87.6
Average Accuracy· 2023-09-20
Weight Averaging Improves Knowledge Distillation under Domain Shift Code
#37MDG-Hybrid (ResNet-50)SOTA
87.52
Average Accuracy· 2020-06-12
Domain Generalization using Causal Matching Code
#38DREAME
87.35
Average Accuracy· 2021-12-17
Automated Domain Discovery from Multiple Sources to Improve Zero-Shot Generalization Code
#39D-Triplet(Resnet-50)
87.3
Average Accuracy· 2023-03-01
Domain-aware Triplet loss in Domain Generalization Code
#40AdaClust (ResNet-50)
87
Average Accuracy· 2021-12-09
Adaptive Methods for Aggregated Domain Generalization Code
#41Fishr(ResNet-50,DomainBed)
86.9
Average Accuracy· 2021-09-07
Fishr: Invariant Gradient Variances for Out-of-Distribution Generalization Code
#42Meta-DMoE (ResNet-50)
86.9
Average Accuracy· 2022-10-08
Meta-DMoE: Adapting to Domain Shift by Meta-Distillation from Mixture-of-Experts Code
#43POEM
86.7
Average Accuracy· 2023-05-22
POEM: Polarization of Embeddings for Domain-Invariant Representations Code
#44DSON (Resnet-50)SOTA
86.64
Average Accuracy· 2019-07-09
Learning to Optimize Domain Specific Normalization for Domain Generalization
#45STEAM (Resnet-18)
86.6
Average Accuracy· 2021-12-14
A Style and Semantic Memory Mechanism for Domain Generalization
#46WAKD (Resnet-18)
86.6
Average Accuracy· 2023-09-20
Weight Averaging Improves Knowledge Distillation under Domain Shift Code
#47XDED (ResNet-18)
86.4
Average Accuracy· 2022-11-25
Cross-Domain Ensemble Distillation for Domain Generalization Code
#48XDED (ResNet-18)
86.4
Average Accuracy· 2022-11-25
Cross-Domain Ensemble Distillation for Domain Generalization Code
#49EISNet (Resnet-50)
85.84
Average Accuracy· 2020-07-18
Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization
#50GMDG (ResNet-50)
85.6
Average Accuracy· 2024-02-29
Rethinking Multi-domain Generalization with A General Learning Objective Code
#51ERM (Resnet-50, DomainBed)
85.5
Average Accuracy· 2020-07-02
In Search of Lost Domain Generalization Code
#52ER (Resnet-50)
85.34
Average Accuracy
No paperCode
#53RSC (Resnet-50, DomainBed)
85.2
Average Accuracy· 2020-07-05
Self-Challenging Improves Cross-Domain Generalization Code
#54RSC (Resnet-18)
85.15
Average Accuracy· 2020-07-05
Self-Challenging Improves Cross-Domain Generalization Code
#55DSON (Resnet-18)
85.11
Average Accuracy· 2019-07-09
Learning to Optimize Domain Specific Normalization for Domain Generalization
#56StableNet (ResNet-18)
84.69
Average Accuracy· 2021-04-16
Deep Stable Learning for Out-Of-Distribution Generalization Code
#57DGIS (Resnet-18, Painting)
84.64
Average Accuracy· 2020-06-19
Frustratingly Simple Domain Generalization via Image Stylization Code
#58MMD-AAE (Resnet-50, DomainBed)
84.6
Average Accuracy
No paper
#59Mixup (Resnet-50, DomainBed)
84.6
Average Accuracy· 2020-01-03
Improve Unsupervised Domain Adaptation with Mixup Training Code
#60DDEC (Resnet-18)
84.46
Average Accuracy· 2019-09-18
Towards Shape Biased Unsupervised Representation Learning for Domain Generalization
#61GroupDRO (Resnet-50, DomainBed)
84.4
Average Accuracy· 2019-11-20
Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization Code
#62MDG-Hybrid (Resnet-18)
84.35
Average Accuracy· 2020-06-12
Domain Generalization using Causal Matching Code
#63Stylized (Resnet-18)
84.32
Average Accuracy· 2021-01-22
Rethinking Domain Generalization Baselines
#64NAS-OoD (R
84.23
Average Accuracy· 2021-09-05
NAS-OoD: Neural Architecture Search for Out-of-Distribution Generalization Code
#65SEDGE
84.1
Average Accuracy· 2022-03-09
Domain Generalization using Pretrained Models without Fine-tuning
#66MixStyle (Resnet-18)
83.7
Average Accuracy· 2021-04-05
Domain Generalization with MixStyle Code
#67SelfReg (Resnet-50)
83.62
Average Accuracy· 2021-04-20
SelfReg: Self-supervised Contrastive Regularization for Domain Generalization Code
#68MetaReg (Resnet-50)
83.6
Average Accuracy
No paper
#69DMG (Resnet-50)
83.37
Average Accuracy· 2020-08-28
Learning to Balance Specificity and Invariance for In and Out of Domain Generalization Code
#70G2DM (ResNet-18)
83.34
Average Accuracy· 2019-11-03
Generalizing to unseen domains via distribution matching Code
#71SagNet (Resnet-18)
83.25
Average Accuracy· 2019-10-25
Reducing Domain Gap by Reducing Style Bias Code
#72BNE (ResNet-18)
83.1
Average Accuracy· 2020-11-25
Batch Normalization Embeddings for Deep Domain Generalization
#73DDAIG (Resnet-18)
83.1
Average Accuracy· 2020-03-12
Deep Domain-Adversarial Image Generation for Domain Generalisation
#74L2A-OT (Resnet-18)
82.8
Average Accuracy· 2020-07-07
Learning to Generate Novel Domains for Domain Generalization Code
#75MASF (Resnet-50)
82.67
Average Accuracy· 2019-10-29
Domain Generalization via Model-Agnostic Learning of Semantic Features Code
#76CDANN (Resnet-50, DomainBed)
82.6
Average Accuracy
No paper
#77DecAug (Resnet-18)
82.4
Average Accuracy· 2020-10-02
DecAug: Augmenting HOI Detection via Decomposition
#78DecAug (Resnet-18)
82.39
Average Accuracy· 2020-12-17
DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation Code
#79SagNet (Resnet-50)
82.3
Average Accuracy· 2019-10-25
Reducing Domain Gap by Reducing Style Bias Code
#80EISNet (Resnet-18)
82.15
Average Accuracy· 2020-07-18
Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization
#81MMLD (Resnet-18, k=2)
81.83
Average Accuracy· 2019-11-18
Domain Generalization Using a Mixture of Multiple Latent Domains Code
#82FAR (Resnet-18)
81.7
Average Accuracy· 2020-06-22
Feature Alignment and Restoration for Domain Generalization and Adaptation
#83MetaReg (Resnet-18)
81.7
Average Accuracy
No paper
#84CuMix (Resnet-18)
81.6
Average Accuracy· 2020-07-23
Towards Recognizing Unseen Categories in Unseen Domains Code
#85Epi-FCR (Resnet-18)SOTA
81.5
Average Accuracy· 2019-01-31
Episodic Training for Domain Generalization Code
#86S-MLDG (Resnet-18)
81.5
Average Accuracy· 2020-04-03
Sequential Learning for Domain Generalization
#87DMG (Resnet-18)
81.46
Average Accuracy· 2020-08-28
Learning to Balance Specificity and Invariance for In and Out of Domain Generalization Code
#88Jigsaw+Rotation (Resnet-18)
81.41
Average Accuracy· 2020-07-24
Self-Supervised Learning Across Domains
#89ER (Resnet-18)
81.38
Average Accuracy
No paperCode
#90MASF (Resnet-18)
81.04
Average Accuracy· 2019-10-29
Domain Generalization via Model-Agnostic Learning of Semantic Features Code
#91D-SAM-Λ (Resnet-18)SOTA
80.72
Average Accuracy· 2018-09-28
Domain Generalization with Domain-Specific Aggregation Modules
#92CrossGrad (Resnet-18)SOTA
80.7
Average Accuracy· 2018-04-28
Generalizing Across Domains via Cross-Gradient Training Code
#93CSD (Resnet-18)
80.69
Average Accuracy· 2020-03-28
Efficient Domain Generalization via Common-Specific Low-Rank Decomposition Code
#94JiGen (Resnet-18)
80.51
Average Accuracy· 2019-03-16
Domain Generalization by Solving Jigsaw Puzzles Code
#95DADG (Resnet-18)
80.38
Average Accuracy· 2020-11-01
Discriminative Adversarial Domain Generalization with Meta-learning based Cross-domain Validation Code
#96CCSA (Resnet-18)SOTA
79.4
Average Accuracy· 2017-09-28
Unified Deep Supervised Domain Adaptation and Generalization Code
#97DDEC (Alexnet)
79.15
Average Accuracy· 2019-09-18
Towards Shape Biased Unsupervised Representation Learning for Domain Generalization
#98Deep All (Resnet-18)
79.05
Average Accuracy· 2019-03-16
Domain Generalization by Solving Jigsaw Puzzles Code
#99Stylized (Alexnet)
77.31
Average Accuracy· 2021-01-22
Rethinking Domain Generalization Baselines
#100MMD-AAE (Resnet-18)
77
Average Accuracy
No paper
#101DGIS (Alexnet, Painting)
76.62
Average Accuracy· 2020-06-19
Frustratingly Simple Domain Generalization via Image Stylization Code
#102RSC (AlexNet)
76.05
Average Accuracy· 2020-07-05
Self-Challenging Improves Cross-Domain Generalization Code
#103ER (Alexnet)
75.67
Average Accuracy
No paperCode
#104SagNet (Alexnet)
75.52
Average Accuracy· 2019-10-25
Reducing Domain Gap by Reducing Style Bias Code
#105MASF (Alexnet)
75.21
Average Accuracy· 2019-10-29
Domain Generalization via Model-Agnostic Learning of Semantic Features Code
#106MMLD (Alexnet, k=3)
74.38
Average Accuracy· 2019-11-18
Domain Generalization Using a Mixture of Multiple Latent Domains Code
#107Jigsaw+Rotation (Alexnet)
74.08
Average Accuracy· 2020-07-24
Self-Supervised Learning Across Domains
#108G2DM (AlexNet)
73.55
Average Accuracy· 2019-11-03
Generalizing to unseen domains via distribution matching Code
#109GLOT-DR
73.5
Average Accuracy· 2022-03-01
Global-Local Regularization Via Distributional Robustness Code
#110JiGen (Alexnet)
73.38
Average Accuracy· 2019-03-16
Domain Generalization by Solving Jigsaw Puzzles Code
#111DMG (Alexnet)
73.32
Average Accuracy· 2020-08-28
Learning to Balance Specificity and Invariance for In and Out of Domain Generalization Code
#112MetaReg (Alexnet)
72.62
Average Accuracy
No paper
#113DADG (AlexNet)
72.11
Average Accuracy· 2020-11-01
Discriminative Adversarial Domain Generalization with Meta-learning based Cross-domain Validation Code
#114PAR (Alexnet)
72.08
Average Accuracy· 2019-05-29
Learning Robust Global Representations by Penalizing Local Predictive Power Code
#115Epi-FCR (Alexnet)
72
Average Accuracy· 2019-01-31
Episodic Training for Domain Generalization Code
#116CAADG (Alexnet)
71.98
Average Accuracy· 2019-11-29
Correlation-aware Adversarial Domain Adaptation and Generalization
#117Deep All (Alexnet)
71.52
Average Accuracy· 2019-03-16
Domain Generalization by Solving Jigsaw Puzzles Code
#118D-SAM (Alexnet)
71.2
Average Accuracy· 2018-09-28
Domain Generalization with Domain-Specific Aggregation Modules
#119VREx (Alexnet)
71.14
Average Accuracy· 2020-03-02
Out-of-Distribution Generalization via Risk Extrapolation (REx)Code
#120RC (Alexnet)
70.53
Average Accuracy· 2020-07-25
Robust and Generalizable Visual Representation Learning via Random Convolutions Code
#121FeatureCritic (Alexnet)
70.4
Average Accuracy· 2019-01-31
Feature-Critic Networks for Heterogeneous Domain Generalization Code
#122BestSources (Alexnet)
70.3
Average Accuracy· 2018-06-15
Best sources forward: domain generalization through source-specific nets
#123Hex (Alexnet)
70.2
Average Accuracy· 2019-03-02
Learning Robust Representations by Projecting Superficial Statistics Out
#124MLDG (Alexnet)
70.01
Average Accuracy· 2017-10-10
Learning to Generalize: Meta-Learning for Domain Generalization Code
#125JAN-COMBO (Alexnet)
69.45
Average Accuracy· 2018-12-21
Multi-component Image Translation for Deep Domain Generalization
#126Rotation+Gabor+DeepCluster (Alexnet)
69.32
Average Accuracy· 2020-03-30
Improving out-of-distribution generalization via multi-task self-supervised pretraining
#127TF (Alexnet)
69.21
Average Accuracy· 2017-10-09
Deeper, Broader and Artier Domain Generalization Code
#128CIDDG (Alexnet)
68.88
Average Accuracy
No paper
#129DSN (Alexnet)SOTA
67.37
Average Accuracy· 2016-08-22
Domain Separation Networks Code
#130LRE-SVM
58.99
Average Accuracy· 2017-10-09
Deeper, Broader and Artier Domain Generalization Code
#131SVM
58.74
Average Accuracy· 2017-10-09
Deeper, Broader and Artier Domain Generalization Code
#132SGE (GNN-Tag)
47.45
Average Accuracy· 2021-09-13
Shape-Biased Domain Generalization via Shock Graph Embeddings
#133BayesPrompt
0
Average Accuracy
No paper