| SWAD (ResNet-50) |
- Average Accuracy
- 88.1
|
SWAD: Domain Generalization by Seeking Flat Minima 2021-02-17 |
코드 1 · 코드 2 · 코드 3 · 코드 4 |
| GMoE-S/16 |
- Average Accuracy
- 88.1
|
Sparse Mixture-of-Experts are Domain Generalizable Learners 2022-06-08 |
코드 1 · 코드 2 |
| QT-DoG (ResNet-50) |
- Average Accuracy
- 87.89
|
QT-DoG: Quantization-aware Training for Domain Generalization 2024-10-08 |
코드 1 |
| DDG |
- Average Accuracy
- 87.87
|
Dynamic Domain Generalization 2022-05-27 |
코드 1 |
| RSC (ResNet-50) |
- Average Accuracy
- 87.83
|
Self-Challenging Improves Cross-Domain Generalization 2020-07-05 |
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 |
| WAKD (DeiT-Ti) |
- Average Accuracy
- 87.6
|
Weight Averaging Improves Knowledge Distillation under Domain Shift 2023-09-20 |
코드 1 |
| MDG-Hybrid (ResNet-50) |
- Average Accuracy
- 87.52
|
Domain Generalization using Causal Matching 2020-06-12 |
코드 1 |
| DREAME |
- Average Accuracy
- 87.35
|
Automated Domain Discovery from Multiple Sources to Improve Zero-Shot Generalization 2021-12-17 |
코드 1 |
| D-Triplet(Resnet-50) |
- Average Accuracy
- 87.3
|
Domain-aware Triplet loss in Domain Generalization 2023-03-01 |
코드 1 |
| AdaClust (ResNet-50) |
- Average Accuracy
- 87.0
|
Adaptive Methods for Aggregated Domain Generalization 2021-12-09 |
코드 1 |
| Fishr(ResNet-50,DomainBed) |
- Average Accuracy
- 86.9
|
Fishr: Invariant Gradient Variances for Out-of-Distribution Generalization 2021-09-07 |
코드 1 · 코드 2 |
| Meta-DMoE (ResNet-50) |
- Average Accuracy
- 86.9
|
Meta-DMoE: Adapting to Domain Shift by Meta-Distillation from Mixture-of-Experts 2022-10-08 |
코드 1 |
| POEM |
- Average Accuracy
- 86.7
|
POEM: Polarization of Embeddings for Domain-Invariant Representations 2023-05-22 |
코드 1 |
| DSON (Resnet-50) |
- Average Accuracy
- 86.64
|
Learning to Optimize Domain Specific Normalization for Domain Generalization 2019-07-09 |
연결 없음 |
| STEAM (Resnet-18) |
- Average Accuracy
- 86.6
|
A Style and Semantic Memory Mechanism for Domain Generalization 2021-12-14 |
연결 없음 |
| WAKD (Resnet-18) |
- Average Accuracy
- 86.6
|
Weight Averaging Improves Knowledge Distillation under Domain Shift 2023-09-20 |
코드 1 |
| XDED (ResNet-18) |
- Average Accuracy
- 86.4
|
Cross Domain Ensemble Distillation for Domain Generalization 2021-09-29 |
연결 없음 |
| XDED (ResNet-18) |
- Average Accuracy
- 86.4
|
Cross-Domain Ensemble Distillation for Domain Generalization 2022-11-25 |
코드 1 |
| EISNet (Resnet-50) |
- Average Accuracy
- 85.84
|
Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization 2020-07-18 |
연결 없음 |
| GMDG (ResNet-50) |
- Average Accuracy
- 85.6
|
Rethinking Multi-domain Generalization with A General Learning Objective 2024-02-29 |
코드 1 · 코드 2 |
| ERM (Resnet-50, DomainBed) |
- Average Accuracy
- 85.50
|
In Search of Lost Domain Generalization 2020-07-02 |
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10 · 코드 11 · 코드 12 |
| ER (Resnet-50) |
- Average Accuracy
- 85.34
|
Domain Generalization via Entropy Regularization 2020-12-01 |
코드 1 |
| RSC (Resnet-50, DomainBed) |
- Average Accuracy
- 85.2
|
Self-Challenging Improves Cross-Domain Generalization 2020-07-05 |
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 |
| RSC (Resnet-18) |
- Average Accuracy
- 85.15
|
Self-Challenging Improves Cross-Domain Generalization 2020-07-05 |
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 |
| DSON (Resnet-18) |
- Average Accuracy
- 85.11
|
Learning to Optimize Domain Specific Normalization for Domain Generalization 2019-07-09 |
연결 없음 |
| StableNet (ResNet-18) |
- Average Accuracy
- 84.69
|
Deep Stable Learning for Out-Of-Distribution Generalization 2021-04-16 |
코드 1 · 코드 2 |
| DGIS (Resnet-18, Painting) |
- Average Accuracy
- 84.64
|
Frustratingly Simple Domain Generalization via Image Stylization 2020-06-19 |
코드 1 · 코드 2 |
| MMD-AAE (Resnet-50, DomainBed) |
- Average Accuracy
- 84.6
|
Domain Generalization With Adversarial Feature Learning 2018-06-01 |
연결 없음 |
| Mixup (Resnet-50, DomainBed) |
- Average Accuracy
- 84.6
|
Improve Unsupervised Domain Adaptation with Mixup Training 2020-01-03 |
코드 1 |
| DDEC (Resnet-18) |
- Average Accuracy
- 84.46
|
Towards Shape Biased Unsupervised Representation Learning for Domain Generalization 2019-09-18 |
연결 없음 |