| Domain Generalization Using Large Pretrained Models with Mixture-of-Adapters | ✓ Link | 90.6 | MoA (OpenCLIP, ViT-B/16) | 2023-10-17 |
| PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization | ✓ Link | 89.1 | PromptStyler (CLIP, ViT-L/14) | 2023-07-27 |
| Towards Unified and Effective Domain Generalization | ✓ Link | 88.9 | UniDG + CORAL + ConvNeXt-B | 2023-10-16 |
| SIMPLE: Specialized Model-Sample Matching for Domain Generalization | ✓ Link | 87.7 | SIMPLE+ | 2023-05-01 |
| Leveraging Vision-Language Models for Improving Domain Generalization in Image Classification | ✓ Link | 87.38 | VL2V-SD (CLIP, ViT-B/16) | 2023-10-12 |
| Context-Aware Robust Fine-Tuning | | 85.7 | CAR-FT (CLIP, ViT-B/16) | 2022-11-29 |
| Rethinking Multi-domain Generalization with A General Learning Objective | ✓ Link | 84.7 | GMDG (RegNetY-16GF, SWAD) | 2024-02-29 |
| SIMPLE: Specialized Model-Sample Matching for Domain Generalization | ✓ Link | 84.6 | SIMPLE | 2023-05-01 |
| Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization | ✓ Link | 83.9 | Ensemble of Averages (RegNetY-16GF) | 2021-10-21 |
| PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization | ✓ Link | 83.6 | PromptStyler (CLIP, ViT-B/16) | 2023-07-27 |
| Soft Prompt Generation for Domain Generalization | ✓ Link | 83.6 | SPG (CLIP, ViT-B/16) | 2024-04-30 |
| Domain Generalization by Mutual-Information Regularization with Pre-trained Models | ✓ Link | 83.3 | MIRO (RegNetY-16GF, SWAD) | 2022-03-21 |
| Domain-aware Triplet loss in Domain Generalization | ✓ Link | 82.6 | D-Triplet(RegNetY-16GF) | 2023-03-01 |
| Rethinking Multi-domain Generalization with A General Learning Objective | ✓ Link | 80.8 | GMDG (RegNetY-16GF) | 2024-02-29 |
| Domain Generalization using Pretrained Models without Fine-tuning | | 80.7 | SEDGE+ | 2022-03-09 |
| Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization | ✓ Link | 80.2 | Ensemble of Averages (ResNeXt-50 32x4d) | 2021-10-21 |
| Domain Generalization using Pretrained Models without Fine-tuning | | 79.9 | SEDGE | 2022-03-09 |
| CADG: A Model Based on Cross Attention for Domain Generalization | | 79.9 | CADG | 2022-03-31 |
| Sparse Mixture-of-Experts are Domain Generalizable Learners | ✓ Link | 74.2 | GMoE-S/16 | 2022-06-08 |
| Soft Prompt Generation for Domain Generalization | ✓ Link | 73.8 | SPG (CLIP, ResNet-50) | 2024-04-30 |
| PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization | ✓ Link | 73.6 | PromptStyler (CLIP, ResNet-50) | 2023-07-27 |
| Model Ratatouille: Recycling Diverse Models for Out-of-Distribution Generalization | ✓ Link | 73.5 | Model Ratatouille | 2022-12-20 |
| Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization | ✓ Link | 72.5 | Ensemble of Averages (ResNet-50) | 2021-10-21 |
| Rethinking Multi-domain Generalization with A General Learning Objective | ✓ Link | 72.5 | GMDG (ResNet-50, SWAD) | 2024-02-29 |
| Domain Generalization by Mutual-Information Regularization with Pre-trained Models | ✓ Link | 72.4 | MIRO (ResNet-50, SWAD) | 2022-03-21 |
| Dynamic Domain Generalization | ✓ Link | 72.31 | DDG | 2022-05-27 |
| PCL: Proxy-Based Contrastive Learning for Domain Generalization | ✓ Link | 71.6 | PCL (swad+resnet50) | 2022-01-01 |
| VNE: An Effective Method for Improving Deep Representation by Manipulating Eigenvalue Distribution | ✓ Link | 71.1 | VNE (ResNet-50, SWAD) | 2023-04-04 |
| Rethinking Multi-domain Generalization with A General Learning Objective | ✓ Link | 70.7 | GMDG (ResNet-50) | 2024-02-29 |
| SWAD: Domain Generalization by Seeking Flat Minima | ✓ Link | 70.6 | SWAD (ResNet-50) | 2021-02-17 |
| Weight Averaging Improves Knowledge Distillation under Domain Shift | ✓ Link | 70.5 | WAKD (DeiT-Ti) | 2023-09-20 |
| Domain-aware Triplet loss in Domain Generalization | ✓ Link | 70.3 | D-Triplet(Resnet-50) | 2023-03-01 |
| Automated Domain Discovery from Multiple Sources to Improve Zero-Shot Generalization | ✓ Link | 69.76 | DREAME | 2021-12-17 |
| Adaptive Methods for Aggregated Domain Generalization | ✓ Link | 69.4 | AdaClust (ResNet-50, SWAD) | 2021-12-09 |
| Fishr: Invariant Gradient Variances for Out-of-Distribution Generalization | ✓ Link | 68.2 | Fishr (ResNet-50) | 2021-09-07 |
| POEM: Polarization of Embeddings for Domain-Invariant Representations | ✓ Link | 68.0 | POEM | 2023-05-22 |
| Adaptive Methods for Aggregated Domain Generalization | ✓ Link | 67.7 | AdaClust (ResNet-50) | 2021-12-09 |
| Cross-Domain Ensemble Distillation for Domain Generalization | ✓ Link | 67.4 | XDED (ResNet-18) | 2022-11-25 |
| Cross Domain Ensemble Distillation for Domain Generalization | | 67.4 | XDED (ResNet-18) | 2021-09-29 |
| Weight Averaging Improves Knowledge Distillation under Domain Shift | ✓ Link | 66.7 | WAKD (Resnet-18) | 2023-09-20 |
| Feature Stylization and Domain-aware Contrastive Learning for Domain Generalization | ✓ Link | 66.2 | Jone et al. (ResNet-50) | 2021-08-19 |
| Domain Generalization by Learning and Removing Domain-specific Features | ✓ Link | 65.75 | LRDG (ResNet-18) | 2022-12-14 |
| Self-Challenging Improves Cross-Domain Generalization | ✓ Link | 63.12 | RSC (ResNet18) | 2020-07-05 |
| Reducing Domain Gap by Reducing Style Bias | ✓ Link | 62.34 | SagNet (ResNet-18) | 2019-10-25 |
| Discriminative Adversarial Domain Generalization with Meta-learning based Cross-domain Validation | ✓ Link | 62.22 | DADG (ResNet-18) | 2020-11-01 |