|
PromptStyler (CLIP, ViT-L/14)
|
PromptStyler: Prompt-driven Style Generation for …
|
98.60
|
2023-07-27
|
|
|
GMDG (RegNetY-16GF, SWAD)
|
Rethinking Multi-domain Generalization with A Gen…
|
97.90
|
2024-02-29
|
|
|
D-Triplet(RegNetY-16GF)
|
Domain-aware Triplet loss in Domain Generalization
|
97.60
|
2023-03-01
|
|
|
MoA (OpenCLIP, ViT-B/16)
|
Domain Generalization Using Large Pretrained Mode…
|
97.40
|
2023-10-17
|
|
|
GMDG (e RegNetY-16GF)
|
Rethinking Multi-domain Generalization with A Gen…
|
97.30
|
2024-02-29
|
|
|
PromptStyler (CLIP, ViT-B/16)
|
PromptStyler: Prompt-driven Style Generation for …
|
97.20
|
2023-07-27
|
|
|
SPG (CLIP, ViT-B/16)
|
Soft Prompt Generation for Domain Generalization
|
97.00
|
2024-04-30
|
|
|
MIRO (RegNetY-16GF, SWAD)
|
Domain Generalization by Mutual-Information Regul…
|
96.80
|
2022-03-21
|
|
|
CAR-FT (CLIP, ViT-B/16)
|
Context-Aware Robust Fine-Tuning
|
96.80
|
2022-11-29
|
|
|
VL2V-SD (CLIP, ViT-B/16)
|
Leveraging Vision-Language Models for Improving D…
|
96.68
|
2023-10-12
|
|
|
SEDGE+
|
Domain Generalization using Pretrained Models wit…
|
96.10
|
2022-03-09
|
|
|
Ensemble of Averages (RegNetY-16GF)
|
Ensemble of Averages: Improving Model Selection a…
|
95.80
|
2021-10-21
|
|
|
UniDG + CORAL + ConvNeXt-B
|
Towards Unified and Effective Domain Generalizati…
|
95.60
|
2023-10-16
|
|
|
CADG
|
CADG: A Model Based on Cross Attention for Domain…
|
94.60
|
2022-03-31
|
|
|
Ensemble of Averages (ResNeXt-50 32x4d)
|
Ensemble of Averages: Improving Model Selection a…
|
93.20
|
2021-10-21
|
|
|
PromptStyler (CLIP, ResNet-50)
|
PromptStyler: Prompt-driven Style Generation for …
|
93.20
|
2023-07-27
|
|
|
SPG (CLIP, ResNet-50)
|
Soft Prompt Generation for Domain Generalization
|
92.80
|
2024-04-30
|
|
|
EoQ (ResNet-50)
|
QT-DoG: Quantization-aware Training for Domain Ge…
|
90.70
|
2024-10-08
|
|
|
Model Ratatouille
|
Model Ratatouille: Recycling Diverse Models for O…
|
90.50
|
2022-12-20
|
|
|
RISE (ResNet-50)
|
A Sentence Speaks a Thousand Images: Domain Gener…
|
90.20
|
2023-09-21
|
|
|
AdaClust (ResNet-50, SWAD)
|
Adaptive Methods for Aggregated Domain Generaliza…
|
89.20
|
2021-12-09
|
|
|
LRDG (ResNet-50)
|
Domain Generalization by Learning and Removing Do…
|
88.63
|
2022-12-14
|
|
|
Ensemble of Averages (ResNet-50)
|
Ensemble of Averages: Improving Model Selection a…
|
88.60
|
2021-10-21
|
|
|
BatchFormer(ResNet-50, SWAD)
|
BatchFormer: Learning to Explore Sample Relations…
|
88.60
|
2022-03-03
|
|
|
MIRO (ResNet-50, SWAD)
|
Domain Generalization by Mutual-Information Regul…
|
88.40
|
2022-03-21
|
|
|
GMDG (ResNet-50, SWAD)
|
Rethinking Multi-domain Generalization with A Gen…
|
88.40
|
2024-02-29
|
|
|
VNE (ResNet-50, SWAD)
|
VNE: An Effective Method for Improving Deep Repre…
|
88.30
|
2023-04-04
|
|
|
SWAD (ResNet-50)
|
SWAD: Domain Generalization by Seeking Flat Minima
|
88.10
|
2021-02-17
|
|
|
GMoE-S/16
|
Sparse Mixture-of-Experts are Domain Generalizabl…
|
88.10
|
2022-06-08
|
|
|
QT-DoG (ResNet-50)
|
QT-DoG: Quantization-aware Training for Domain Ge…
|
87.89
|
2024-10-08
|
|
|
DDG
|
Dynamic Domain Generalization
|
87.87
|
2022-05-27
|
|
|
RSC (ResNet-50)
|
Self-Challenging Improves Cross-Domain Generaliza…
|
87.83
|
2020-07-05
|
|
|
WAKD (DeiT-Ti)
|
Weight Averaging Improves Knowledge Distillation …
|
87.60
|
2023-09-20
|
|
|
MDG-Hybrid (ResNet-50)
|
Domain Generalization using Causal Matching
|
87.52
|
2020-06-12
|
|
|
DREAME
|
Automated Domain Discovery from Multiple Sources …
|
87.35
|
2021-12-17
|
|
|
D-Triplet(Resnet-50)
|
Domain-aware Triplet loss in Domain Generalization
|
87.30
|
2023-03-01
|
|
|
AdaClust (ResNet-50)
|
Adaptive Methods for Aggregated Domain Generaliza…
|
87.00
|
2021-12-09
|
|
|
Fishr(ResNet-50,DomainBed)
|
Fishr: Invariant Gradient Variances for Out-of-Di…
|
86.90
|
2021-09-07
|
|
|
Meta-DMoE (ResNet-50)
|
Meta-DMoE: Adapting to Domain Shift by Meta-Disti…
|
86.90
|
2022-10-08
|
|
|
POEM
|
POEM: Polarization of Embeddings for Domain-Invar…
|
86.70
|
2023-05-22
|
|
|
DSON (Resnet-50)
|
Learning to Optimize Domain Specific Normalizatio…
|
86.64
|
2019-07-09
|
|
|
STEAM (Resnet-18)
|
A Style and Semantic Memory Mechanism for Domain …
|
86.60
|
2021-12-14
|
|
|
WAKD (Resnet-18)
|
Weight Averaging Improves Knowledge Distillation …
|
86.60
|
2023-09-20
|
|
|
XDED (ResNet-18)
|
Cross-Domain Ensemble Distillation for Domain Gen…
|
86.40
|
2022-11-25
|
|
|
EISNet (Resnet-50)
|
Learning from Extrinsic and Intrinsic Supervision…
|
85.84
|
2020-07-18
|
|
|
GMDG (ResNet-50)
|
Rethinking Multi-domain Generalization with A Gen…
|
85.60
|
2024-02-29
|
|
|
ERM (Resnet-50, DomainBed)
|
In Search of Lost Domain Generalization
|
85.50
|
2020-07-02
|
|
|
RSC (Resnet-50, DomainBed)
|
Self-Challenging Improves Cross-Domain Generaliza…
|
85.20
|
2020-07-05
|
|
|
RSC (Resnet-18)
|
Self-Challenging Improves Cross-Domain Generaliza…
|
85.15
|
2020-07-05
|
|
|
DSON (Resnet-18)
|
Learning to Optimize Domain Specific Normalizatio…
|
85.11
|
2019-07-09
|
|
|
StableNet (ResNet-18)
|
Deep Stable Learning for Out-Of-Distribution Gene…
|
84.69
|
2021-04-16
|
|
|
DGIS (Resnet-18, Painting)
|
Frustratingly Simple Domain Generalization via Im…
|
84.64
|
2020-06-19
|
|
|
Mixup (Resnet-50, DomainBed)
|
Improve Unsupervised Domain Adaptation with Mixup…
|
84.60
|
2020-01-03
|
|
|
DDEC (Resnet-18)
|
Towards Shape Biased Unsupervised Representation …
|
84.46
|
2019-09-18
|
|
|
GroupDRO (Resnet-50, DomainBed)
|
Distributionally Robust Neural Networks for Group…
|
84.40
|
2019-11-20
|
|
|
MDG-Hybrid (Resnet-18)
|
Domain Generalization using Causal Matching
|
84.35
|
2020-06-12
|
|
|
Stylized (Resnet-18)
|
Rethinking Domain Generalization Baselines
|
84.32
|
2021-01-22
|
|
|
NAS-OoD (R
|
NAS-OoD: Neural Architecture Search for Out-of-Di…
|
84.23
|
2021-09-05
|
|
|
SEDGE
|
Domain Generalization using Pretrained Models wit…
|
84.10
|
2022-03-09
|
|
|
MixStyle (Resnet-18)
|
Domain Generalization with MixStyle
|
83.70
|
2021-04-05
|
|
|
SelfReg (Resnet-50)
|
SelfReg: Self-supervised Contrastive Regularizati…
|
83.62
|
2021-04-20
|
|
|
DMG (Resnet-50)
|
Learning to Balance Specificity and Invariance fo…
|
83.37
|
2020-08-28
|
|
|
G2DM (ResNet-18)
|
Generalizing to unseen domains via distribution m…
|
83.34
|
2019-11-03
|
|
|
SagNet (Resnet-18)
|
Reducing Domain Gap by Reducing Style Bias
|
83.25
|
2019-10-25
|
|
|
BNE (ResNet-18)
|
Batch Normalization Embeddings for Deep Domain Ge…
|
83.10
|
2020-11-25
|
|
|
DDAIG (Resnet-18)
|
Deep Domain-Adversarial Image Generation for Doma…
|
83.10
|
2020-03-12
|
|
|
L2A-OT (Resnet-18)
|
Learning to Generate Novel Domains for Domain Gen…
|
82.80
|
2020-07-07
|
|
|
MASF (Resnet-50)
|
Domain Generalization via Model-Agnostic Learning…
|
82.67
|
2019-10-29
|
|
|
DecAug (Resnet-18)
|
DecAug: Augmenting HOI Detection via Decomposition
|
82.40
|
2020-10-02
|
|
|
DecAug (Resnet-18)
|
DecAug: Out-of-Distribution Generalization via De…
|
82.39
|
2020-12-17
|
|
|
SagNet (Resnet-50)
|
Reducing Domain Gap by Reducing Style Bias
|
82.30
|
2019-10-25
|
|
|
EISNet (Resnet-18)
|
Learning from Extrinsic and Intrinsic Supervision…
|
82.15
|
2020-07-18
|
|
|
MMLD (Resnet-18, k=2)
|
Domain Generalization Using a Mixture of Multiple…
|
81.83
|
2019-11-18
|
|
|
FAR (Resnet-18)
|
Feature Alignment and Restoration for Domain Gene…
|
81.70
|
2020-06-22
|
|
|
CuMix (Resnet-18)
|
Towards Recognizing Unseen Categories in Unseen D…
|
81.60
|
2020-07-23
|
|
|
Epi-FCR (Resnet-18)
|
Episodic Training for Domain Generalization
|
81.50
|
2019-01-31
|
|
|
S-MLDG (Resnet-18)
|
Sequential Learning for Domain Generalization
|
81.50
|
2020-04-03
|
|
|
DMG (Resnet-18)
|
Learning to Balance Specificity and Invariance fo…
|
81.46
|
2020-08-28
|
|
|
Jigsaw+Rotation (Resnet-18)
|
Self-Supervised Learning Across Domains
|
81.41
|
2020-07-24
|
|
|
MASF (Resnet-18)
|
Domain Generalization via Model-Agnostic Learning…
|
81.04
|
2019-10-29
|
|
|
D-SAM-Λ (Resnet-18)
|
Domain Generalization with Domain-Specific Aggreg…
|
80.72
|
2018-09-28
|
|
|
CrossGrad (Resnet-18)
|
Generalizing Across Domains via Cross-Gradient Tr…
|
80.70
|
2018-04-28
|
|
|
CSD (Resnet-18)
|
Efficient Domain Generalization via Common-Specif…
|
80.69
|
2020-03-28
|
|
|
JiGen (Resnet-18)
|
Domain Generalization by Solving Jigsaw Puzzles
|
80.51
|
2019-03-16
|
|
|
DADG (Resnet-18)
|
Discriminative Adversarial Domain Generalization …
|
80.38
|
2020-11-01
|
|
|
CCSA (Resnet-18)
|
Unified Deep Supervised Domain Adaptation and Gen…
|
79.40
|
2017-09-28
|
|
|
DDEC (Alexnet)
|
Towards Shape Biased Unsupervised Representation …
|
79.15
|
2019-09-18
|
|
|
Deep All (Resnet-18)
|
Domain Generalization by Solving Jigsaw Puzzles
|
79.05
|
2019-03-16
|
|
|
Stylized (Alexnet)
|
Rethinking Domain Generalization Baselines
|
77.31
|
2021-01-22
|
|
|
DGIS (Alexnet, Painting)
|
Frustratingly Simple Domain Generalization via Im…
|
76.62
|
2020-06-19
|
|
|
RSC (AlexNet)
|
Self-Challenging Improves Cross-Domain Generaliza…
|
76.05
|
2020-07-05
|
|
|
SagNet (Alexnet)
|
Reducing Domain Gap by Reducing Style Bias
|
75.52
|
2019-10-25
|
|
|
MASF (Alexnet)
|
Domain Generalization via Model-Agnostic Learning…
|
75.21
|
2019-10-29
|
|
|
MMLD (Alexnet, k=3)
|
Domain Generalization Using a Mixture of Multiple…
|
74.38
|
2019-11-18
|
|
|
Jigsaw+Rotation (Alexnet)
|
Self-Supervised Learning Across Domains
|
74.08
|
2020-07-24
|
|
|
G2DM (AlexNet)
|
Generalizing to unseen domains via distribution m…
|
73.55
|
2019-11-03
|
|
|
GLOT-DR
|
Global-Local Regularization Via Distributional Ro…
|
73.50
|
2022-03-01
|
|
|
JiGen (Alexnet)
|
Domain Generalization by Solving Jigsaw Puzzles
|
73.38
|
2019-03-16
|
|
|
DMG (Alexnet)
|
Learning to Balance Specificity and Invariance fo…
|
73.32
|
2020-08-28
|
|
|
DADG (AlexNet)
|
Discriminative Adversarial Domain Generalization …
|
72.11
|
2020-11-01
|
|
|
PAR (Alexnet)
|
Learning Robust Global Representations by Penaliz…
|
72.08
|
2019-05-29
|
|
|
Epi-FCR (Alexnet)
|
Episodic Training for Domain Generalization
|
72.00
|
2019-01-31
|
|
|
CAADG (Alexnet)
|
Correlation-aware Adversarial Domain Adaptation a…
|
71.98
|
2019-11-29
|
|
|
Deep All (Alexnet)
|
Domain Generalization by Solving Jigsaw Puzzles
|
71.52
|
2019-03-16
|
|
|
D-SAM (Alexnet)
|
Domain Generalization with Domain-Specific Aggreg…
|
71.20
|
2018-09-28
|
|
|
VREx (Alexnet)
|
Out-of-Distribution Generalization via Risk Extra…
|
71.14
|
2020-03-02
|
|
|
RC (Alexnet)
|
Robust and Generalizable Visual Representation Le…
|
70.53
|
2020-07-25
|
|
|
FeatureCritic (Alexnet)
|
Feature-Critic Networks for Heterogeneous Domain …
|
70.40
|
2019-01-31
|
|
|
BestSources (Alexnet)
|
Best sources forward: domain generalization throu…
|
70.30
|
2018-06-15
|
|
|
Hex (Alexnet)
|
Learning Robust Representations by Projecting Sup…
|
70.20
|
2019-03-02
|
|
|
MLDG (Alexnet)
|
Learning to Generalize: Meta-Learning for Domain …
|
70.01
|
2017-10-10
|
|
|
JAN-COMBO (Alexnet)
|
Multi-component Image Translation for Deep Domain…
|
69.45
|
2018-12-21
|
|
|
Rotation+Gabor+DeepCluster (Alexnet)
|
Improving out-of-distribution generalization via …
|
69.32
|
2020-03-30
|
|
|
TF (Alexnet)
|
Deeper, Broader and Artier Domain Generalization
|
69.21
|
2017-10-09
|
|
|
DSN (Alexnet)
|
Domain Separation Networks
|
67.37
|
2016-08-22
|
|
|
LRE-SVM
|
Deeper, Broader and Artier Domain Generalization
|
58.99
|
2017-10-09
|
|
|
SVM
|
Deeper, Broader and Artier Domain Generalization
|
58.74
|
2017-10-09
|
|
|
SGE (GNN-Tag)
|
Shape-Biased Domain Generalization via Shock Grap…
|
47.45
|
2021-09-13
|
|