|
MoA (OpenCLIP, ViT-B/16)
|
Domain Generalization Using Large Pretrained Mode…
|
90.60
|
2023-10-17
|
|
|
PromptStyler (CLIP, ViT-L/14)
|
PromptStyler: Prompt-driven Style Generation for …
|
89.10
|
2023-07-27
|
|
|
UniDG + CORAL + ConvNeXt-B
|
Towards Unified and Effective Domain Generalizati…
|
88.90
|
2023-10-16
|
|
|
VL2V-SD (CLIP, ViT-B/16)
|
Leveraging Vision-Language Models for Improving D…
|
87.38
|
2023-10-12
|
|
|
CAR-FT (CLIP, ViT-B/16)
|
Context-Aware Robust Fine-Tuning
|
85.70
|
2022-11-29
|
|
|
GMDG (RegNetY-16GF, SWAD)
|
Rethinking Multi-domain Generalization with A Gen…
|
84.70
|
2024-02-29
|
|
|
Ensemble of Averages (RegNetY-16GF)
|
Ensemble of Averages: Improving Model Selection a…
|
83.90
|
2021-10-21
|
|
|
PromptStyler (CLIP, ViT-B/16)
|
PromptStyler: Prompt-driven Style Generation for …
|
83.60
|
2023-07-27
|
|
|
SPG (CLIP, ViT-B/16)
|
Soft Prompt Generation for Domain Generalization
|
83.60
|
2024-04-30
|
|
|
MIRO (RegNetY-16GF, SWAD)
|
Domain Generalization by Mutual-Information Regul…
|
83.30
|
2022-03-21
|
|
|
D-Triplet(RegNetY-16GF)
|
Domain-aware Triplet loss in Domain Generalization
|
82.60
|
2023-03-01
|
|
|
GMDG (RegNetY-16GF)
|
Rethinking Multi-domain Generalization with A Gen…
|
80.80
|
2024-02-29
|
|
|
SEDGE+
|
Domain Generalization using Pretrained Models wit…
|
80.70
|
2022-03-09
|
|
|
Ensemble of Averages (ResNeXt-50 32x4d)
|
Ensemble of Averages: Improving Model Selection a…
|
80.20
|
2021-10-21
|
|
|
SEDGE
|
Domain Generalization using Pretrained Models wit…
|
79.90
|
2022-03-09
|
|
|
CADG
|
CADG: A Model Based on Cross Attention for Domain…
|
79.90
|
2022-03-31
|
|
|
GMoE-S/16
|
Sparse Mixture-of-Experts are Domain Generalizabl…
|
74.20
|
2022-06-08
|
|
|
SPG (CLIP, ResNet-50)
|
Soft Prompt Generation for Domain Generalization
|
73.80
|
2024-04-30
|
|
|
PromptStyler (CLIP, ResNet-50)
|
PromptStyler: Prompt-driven Style Generation for …
|
73.60
|
2023-07-27
|
|
|
Model Ratatouille
|
Model Ratatouille: Recycling Diverse Models for O…
|
73.50
|
2022-12-20
|
|
|
Ensemble of Averages (ResNet-50)
|
Ensemble of Averages: Improving Model Selection a…
|
72.50
|
2021-10-21
|
|
|
GMDG (ResNet-50, SWAD)
|
Rethinking Multi-domain Generalization with A Gen…
|
72.50
|
2024-02-29
|
|
|
MIRO (ResNet-50, SWAD)
|
Domain Generalization by Mutual-Information Regul…
|
72.40
|
2022-03-21
|
|
|
DDG
|
Dynamic Domain Generalization
|
72.31
|
2022-05-27
|
|
|
VNE (ResNet-50, SWAD)
|
VNE: An Effective Method for Improving Deep Repre…
|
71.10
|
2023-04-04
|
|
|
GMDG (ResNet-50)
|
Rethinking Multi-domain Generalization with A Gen…
|
70.70
|
2024-02-29
|
|
|
SWAD (ResNet-50)
|
SWAD: Domain Generalization by Seeking Flat Minima
|
70.60
|
2021-02-17
|
|
|
WAKD (DeiT-Ti)
|
Weight Averaging Improves Knowledge Distillation …
|
70.50
|
2023-09-20
|
|
|
D-Triplet(Resnet-50)
|
Domain-aware Triplet loss in Domain Generalization
|
70.30
|
2023-03-01
|
|
|
DREAME
|
Automated Domain Discovery from Multiple Sources …
|
69.76
|
2021-12-17
|
|
|
AdaClust (ResNet-50, SWAD)
|
Adaptive Methods for Aggregated Domain Generaliza…
|
69.40
|
2021-12-09
|
|
|
Fishr (ResNet-50)
|
Fishr: Invariant Gradient Variances for Out-of-Di…
|
68.20
|
2021-09-07
|
|
|
POEM
|
POEM: Polarization of Embeddings for Domain-Invar…
|
68.00
|
2023-05-22
|
|
|
AdaClust (ResNet-50)
|
Adaptive Methods for Aggregated Domain Generaliza…
|
67.70
|
2021-12-09
|
|
|
XDED (ResNet-18)
|
Cross-Domain Ensemble Distillation for Domain Gen…
|
67.40
|
2022-11-25
|
|
|
WAKD (Resnet-18)
|
Weight Averaging Improves Knowledge Distillation …
|
66.70
|
2023-09-20
|
|
|
Jone et al. (ResNet-50)
|
Feature Stylization and Domain-aware Contrastive …
|
66.20
|
2021-08-19
|
|
|
LRDG (ResNet-18)
|
Domain Generalization by Learning and Removing Do…
|
65.75
|
2022-12-14
|
|
|
RSC (ResNet18)
|
Self-Challenging Improves Cross-Domain Generaliza…
|
63.12
|
2020-07-05
|
|
|
SagNet (ResNet-18)
|
Reducing Domain Gap by Reducing Style Bias
|
62.34
|
2019-10-25
|
|
|
DADG (ResNet-18)
|
Discriminative Adversarial Domain Generalization …
|
62.22
|
2020-11-01
|
|