|
CAR-FT (CLIP, ViT-B/16)
|
Context-Aware Robust Fine-Tuning
|
85.50
|
2022-11-29
|
|
|
UniDG + CORAL + ConvNeXt-B
|
Towards Unified and Effective Domain Generalizati…
|
84.50
|
2023-10-16
|
|
|
SPG (CLIP, ResNet-50)
|
Soft Prompt Generation for Domain Generalization
|
84.00
|
2024-04-30
|
|
|
VL2V-SD (CLIP, ViT-B/16)
|
Leveraging Vision-Language Models for Improving D…
|
83.25
|
2023-10-12
|
|
|
MoA (OpenCLIP, ViT-B/16)
|
Domain Generalization Using Large Pretrained Mode…
|
83.10
|
2023-10-17
|
|
|
D-Triplet(RegNetY-16GF)
|
Domain-aware Triplet loss in Domain Generalization
|
82.90
|
2023-03-01
|
|
|
PromptStyler (CLIP, ViT-B/16)
|
PromptStyler: Prompt-driven Style Generation for …
|
82.90
|
2023-07-27
|
|
|
PromptStyler (CLIP, ViT-L/14)
|
PromptStyler: Prompt-driven Style Generation for …
|
82.40
|
2023-07-27
|
|
|
GMDG (RegNetY-16GF)
|
Rethinking Multi-domain Generalization with A Gen…
|
82.40
|
2024-02-29
|
|
|
SPG (CLIP, ViT-B/16)
|
Soft Prompt Generation for Domain Generalization
|
82.40
|
2024-04-30
|
|
|
PromptStyler (CLIP, ResNet-50)
|
PromptStyler: Prompt-driven Style Generation for …
|
82.30
|
2023-07-27
|
|
|
SEDGE+
|
Domain Generalization using Pretrained Models wit…
|
82.20
|
2022-03-09
|
|
|
CADG
|
CADG: A Model Based on Cross Attention for Domain…
|
82.20
|
2022-03-31
|
|
|
GMDG (RegNetY-16GF, SWAD)
|
Rethinking Multi-domain Generalization with A Gen…
|
82.20
|
2024-02-29
|
|
|
MIRO (RegNetY-16GF, SWAD)
|
Domain Generalization by Mutual-Information Regul…
|
81.70
|
2022-03-21
|
|
|
Ensemble of Averages (RegNetY-16GF)
|
Ensemble of Averages: Improving Model Selection a…
|
81.10
|
2021-10-21
|
|
|
Ensemble of Averages (ResNeXt-50 32x4d)
|
Ensemble of Averages: Improving Model Selection a…
|
80.40
|
2021-10-21
|
|
|
GMoE-S/16
|
Sparse Mixture-of-Experts are Domain Generalizabl…
|
80.20
|
2022-06-08
|
|
|
SEDGE
|
Domain Generalization using Pretrained Models wit…
|
79.80
|
2022-03-09
|
|
|
VNE (ResNet-50, SWAD)
|
VNE: An Effective Method for Improving Deep Repre…
|
79.70
|
2023-04-04
|
|
|
AdaClust (ResNet-50, SWAD)
|
Adaptive Methods for Aggregated Domain Generaliza…
|
79.60
|
2021-12-09
|
|
|
MIRO (ResNet-50, SWAD)
|
Domain Generalization by Mutual-Information Regul…
|
79.60
|
2022-03-21
|
|
|
GMDG (ResNet-50, SWAD)
|
Rethinking Multi-domain Generalization with A Gen…
|
79.60
|
2024-02-29
|
|
|
D-Triplet(Resnet-50)
|
Domain-aware Triplet loss in Domain Generalization
|
79.30
|
2023-03-01
|
|
|
POEM
|
POEM: Polarization of Embeddings for Domain-Invar…
|
79.20
|
2023-05-22
|
|
|
GMDG (ResNet-50)
|
Rethinking Multi-domain Generalization with A Gen…
|
79.20
|
2024-02-29
|
|
|
SWAD (ResNet-50)
|
SWAD: Domain Generalization by Seeking Flat Minima
|
79.10
|
2021-02-17
|
|
|
Ensemble of Averages (ResNet-50)
|
Ensemble of Averages: Improving Model Selection a…
|
79.10
|
2021-10-21
|
|
|
DREAME
|
Automated Domain Discovery from Multiple Sources …
|
79.02
|
2021-12-17
|
|
|
AdaClust (ResNet-50)
|
Adaptive Methods for Aggregated Domain Generaliza…
|
78.90
|
2021-12-09
|
|
|
DADG (ResNet-18)
|
Discriminative Adversarial Domain Generalization …
|
78.21
|
2020-11-01
|
|
|
Fishr (ResNet-50)
|
Fishr: Invariant Gradient Variances for Out-of-Di…
|
78.20
|
2021-09-07
|
|
|
StableNet (ResNet-18)
|
Deep Stable Learning for Out-Of-Distribution Gene…
|
77.65
|
2021-04-16
|
|
|
RSC (AlexNet)
|
Self-Challenging Improves Cross-Domain Generaliza…
|
75.43
|
2020-07-05
|
|
|
DADG (AlexNet)
|
Discriminative Adversarial Domain Generalization …
|
74.46
|
2020-11-01
|
|