| GroupDRO (Resnet-50, DomainBed) |
- Average Accuracy
- 84.4
|
Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization 2019-11-20 |
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 |
| MDG-Hybrid (Resnet-18) |
- Average Accuracy
- 84.35
|
Domain Generalization using Causal Matching 2020-06-12 |
코드 1 |
| Stylized (Resnet-18) |
- Average Accuracy
- 84.32
|
Rethinking Domain Generalization Baselines 2021-01-22 |
연결 없음 |
| NAS-OoD (R |
- Average Accuracy
- 84.23
|
NAS-OoD: Neural Architecture Search for Out-of-Distribution Generalization 2021-09-05 |
코드 1 |
| SEDGE |
- Average Accuracy
- 84.1
|
Domain Generalization using Pretrained Models without Fine-tuning 2022-03-09 |
연결 없음 |
| MixStyle (Resnet-18) |
- Average Accuracy
- 83.7
|
Domain Generalization with MixStyle 2021-04-05 |
코드 1 · 코드 2 · 코드 3 |
| SelfReg (Resnet-50) |
- Average Accuracy
- 83.62
|
SelfReg: Self-supervised Contrastive Regularization for Domain Generalization 2021-04-20 |
코드 1 · 코드 2 |
| MetaReg (Resnet-50) |
- Average Accuracy
- 83.6
|
MetaReg: Towards Domain Generalization using Meta-Regularization 2018-12-01 |
연결 없음 |
| DMG (Resnet-50) |
- Average Accuracy
- 83.37
|
Learning to Balance Specificity and Invariance for In and Out of Domain Generalization 2020-08-28 |
코드 1 |
| G2DM (ResNet-18) |
- Average Accuracy
- 83.34
|
Generalizing to unseen domains via distribution matching 2019-11-03 |
코드 1 · 코드 2 |
| SagNet (Resnet-18) |
- Average Accuracy
- 83.25
|
Reducing Domain Gap by Reducing Style Bias 2019-10-25 |
코드 1 · 코드 2 · 코드 3 |
| BNE (ResNet-18) |
- Average Accuracy
- 83.1
|
Batch Normalization Embeddings for Deep Domain Generalization 2020-11-25 |
연결 없음 |
| DDAIG (Resnet-18) |
- Average Accuracy
- 83.1
|
Deep Domain-Adversarial Image Generation for Domain Generalisation 2020-03-12 |
연결 없음 |
| L2A-OT (Resnet-18) |
- Average Accuracy
- 82.8
|
Learning to Generate Novel Domains for Domain Generalization 2020-07-07 |
코드 1 |
| MASF (Resnet-50) |
- Average Accuracy
- 82.67
|
Domain Generalization via Model-Agnostic Learning of Semantic Features 2019-10-29 |
코드 1 |
| CDANN (Resnet-50, DomainBed) |
- Average Accuracy
- 82.6
|
Deep Domain Generalization via Conditional Invariant Adversarial Networks 2018-09-01 |
연결 없음 |
| DecAug (Resnet-18) |
- Average Accuracy
- 82.4
|
DecAug: Augmenting HOI Detection via Decomposition 2020-10-02 |
연결 없음 |
| DecAug (Resnet-18) |
- Average Accuracy
- 82.39
|
DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation 2020-12-17 |
코드 1 |
| SagNet (Resnet-50) |
- Average Accuracy
- 82.3
|
Reducing Domain Gap by Reducing Style Bias 2019-10-25 |
코드 1 · 코드 2 · 코드 3 |
| EISNet (Resnet-18) |
- Average Accuracy
- 82.15
|
Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization 2020-07-18 |
연결 없음 |
| MMLD (Resnet-18, k=2) |
- Average Accuracy
- 81.83
|
Domain Generalization Using a Mixture of Multiple Latent Domains 2019-11-18 |
코드 1 · 코드 2 |
| FAR (Resnet-18) |
- Average Accuracy
- 81.7
|
Feature Alignment and Restoration for Domain Generalization and Adaptation 2020-06-22 |
연결 없음 |
| MetaReg (Resnet-18) |
- Average Accuracy
- 81.7
|
MetaReg: Towards Domain Generalization using Meta-Regularization 2018-12-01 |
연결 없음 |
| CuMix (Resnet-18) |
- Average Accuracy
- 81.6
|
Towards Recognizing Unseen Categories in Unseen Domains 2020-07-23 |
코드 1 |
| Epi-FCR (Resnet-18) |
- Average Accuracy
- 81.5
|
Episodic Training for Domain Generalization 2019-01-31 |
코드 1 · 코드 2 |
| S-MLDG (Resnet-18) |
- Average Accuracy
- 81.5
|
Sequential Learning for Domain Generalization 2020-04-03 |
연결 없음 |
| DMG (Resnet-18) |
- Average Accuracy
- 81.46
|
Learning to Balance Specificity and Invariance for In and Out of Domain Generalization 2020-08-28 |
코드 1 |
| Jigsaw+Rotation (Resnet-18) |
- Average Accuracy
- 81.41
|
Self-Supervised Learning Across Domains 2020-07-24 |
연결 없음 |
| ER (Resnet-18) |
- Average Accuracy
- 81.38
|
Domain Generalization via Entropy Regularization 2020-12-01 |
코드 1 |
| MASF (Resnet-18) |
- Average Accuracy
- 81.04
|
Domain Generalization via Model-Agnostic Learning of Semantic Features 2019-10-29 |
코드 1 |