| Context-Aware Robust Fine-Tuning | | 85.5 | CAR-FT (CLIP, ViT-B/16) | 2022-11-29 |
| Towards Unified and Effective Domain Generalization | ✓ Link | 84.5 | UniDG + CORAL + ConvNeXt-B | 2023-10-16 |
| Soft Prompt Generation for Domain Generalization | ✓ Link | 84.0 | SPG (CLIP, ResNet-50) | 2024-04-30 |
| Leveraging Vision-Language Models for Improving Domain Generalization in Image Classification | ✓ Link | 83.25 | VL2V-SD (CLIP, ViT-B/16) | 2023-10-12 |
| Domain Generalization Using Large Pretrained Models with Mixture-of-Adapters | ✓ Link | 83.1 | MoA (OpenCLIP, ViT-B/16) | 2023-10-17 |
| Domain-aware Triplet loss in Domain Generalization | ✓ Link | 82.9 | D-Triplet(RegNetY-16GF) | 2023-03-01 |
| PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization | ✓ Link | 82.9 | PromptStyler (CLIP, ViT-B/16) | 2023-07-27 |
| SIMPLE: Specialized Model-Sample Matching for Domain Generalization | ✓ Link | 82.7 | SIMPLE+ | 2023-05-01 |
| PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization | ✓ Link | 82.4 | PromptStyler (CLIP, ViT-L/14) | 2023-07-27 |
| Rethinking Multi-domain Generalization with A General Learning Objective | ✓ Link | 82.4 | GMDG (RegNetY-16GF) | 2024-02-29 |
| Soft Prompt Generation for Domain Generalization | ✓ Link | 82.4 | SPG (CLIP, ViT-B/16) | 2024-04-30 |
| PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization | ✓ Link | 82.3 | PromptStyler (CLIP, ResNet-50) | 2023-07-27 |
| Domain Generalization using Pretrained Models without Fine-tuning | | 82.2 | SEDGE+ | 2022-03-09 |
| CADG: A Model Based on Cross Attention for Domain Generalization | | 82.2 | CADG | 2022-03-31 |
| Rethinking Multi-domain Generalization with A General Learning Objective | ✓ Link | 82.2 | GMDG (RegNetY-16GF, SWAD) | 2024-02-29 |
| Domain Generalization by Mutual-Information Regularization with Pre-trained Models | ✓ Link | 81.7 | MIRO (RegNetY-16GF, SWAD) | 2022-03-21 |
| Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization | ✓ Link | 81.1 | Ensemble of Averages (RegNetY-16GF) | 2021-10-21 |
| Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization | ✓ Link | 80.4 | Ensemble of Averages (ResNeXt-50 32x4d) | 2021-10-21 |
| Sparse Mixture-of-Experts are Domain Generalizable Learners | ✓ Link | 80.2 | GMoE-S/16 | 2022-06-08 |
| SIMPLE: Specialized Model-Sample Matching for Domain Generalization | ✓ Link | 79.9 | SIMPLE | 2023-05-01 |
| Domain Generalization using Pretrained Models without Fine-tuning | | 79.8 | SEDGE | 2022-03-09 |
| VNE: An Effective Method for Improving Deep Representation by Manipulating Eigenvalue Distribution | ✓ Link | 79.7 | VNE (ResNet-50, SWAD) | 2023-04-04 |
| Adaptive Methods for Aggregated Domain Generalization | ✓ Link | 79.6 | AdaClust (ResNet-50, SWAD) | 2021-12-09 |
| Domain Generalization by Mutual-Information Regularization with Pre-trained Models | ✓ Link | 79.6 | MIRO (ResNet-50, SWAD) | 2022-03-21 |
| Rethinking Multi-domain Generalization with A General Learning Objective | ✓ Link | 79.6 | GMDG (ResNet-50, SWAD) | 2024-02-29 |
| Domain-aware Triplet loss in Domain Generalization | ✓ Link | 79.3 | D-Triplet(Resnet-50) | 2023-03-01 |
| POEM: Polarization of Embeddings for Domain-Invariant Representations | ✓ Link | 79.2 | POEM | 2023-05-22 |
| Rethinking Multi-domain Generalization with A General Learning Objective | ✓ Link | 79.2 | GMDG (ResNet-50) | 2024-02-29 |
| SWAD: Domain Generalization by Seeking Flat Minima | ✓ Link | 79.1 | SWAD (ResNet-50) | 2021-02-17 |
| Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization | ✓ Link | 79.1 | Ensemble of Averages (ResNet-50) | 2021-10-21 |
| Automated Domain Discovery from Multiple Sources to Improve Zero-Shot Generalization | ✓ Link | 79.02 | DREAME | 2021-12-17 |
| Adaptive Methods for Aggregated Domain Generalization | ✓ Link | 78.9 | AdaClust (ResNet-50) | 2021-12-09 |
| Discriminative Adversarial Domain Generalization with Meta-learning based Cross-domain Validation | ✓ Link | 78.21 | DADG (ResNet-18) | 2020-11-01 |
| Fishr: Invariant Gradient Variances for Out-of-Distribution Generalization | ✓ Link | 78.2 | Fishr (ResNet-50) | 2021-09-07 |
| Deep Stable Learning for Out-Of-Distribution Generalization | ✓ Link | 77.65 | StableNet (ResNet-18) | 2021-04-16 |
| Self-Challenging Improves Cross-Domain Generalization | ✓ Link | 75.43 | RSC (AlexNet) | 2020-07-05 |
| Discriminative Adversarial Domain Generalization with Meta-learning based Cross-domain Validation | ✓ Link | 74.46 | DADG (AlexNet) | 2020-11-01 |