| SIMPLE: Specialized Model-Sample Matching for Domain Generalization | ✓ Link | 99.0 | SIMPLE+ | 2023-05-01 |
| PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization | ✓ Link | 98.6 | PromptStyler (CLIP, ViT-L/14) | 2023-07-27 |
| Rethinking Multi-domain Generalization with A General Learning Objective | ✓ Link | 97.9 | GMDG (RegNetY-16GF, SWAD) | 2024-02-29 |
| Domain-aware Triplet loss in Domain Generalization | ✓ Link | 97.6 | D-Triplet(RegNetY-16GF) | 2023-03-01 |
| Domain Generalization Using Large Pretrained Models with Mixture-of-Adapters | ✓ Link | 97.4 | MoA (OpenCLIP, ViT-B/16) | 2023-10-17 |
| Rethinking Multi-domain Generalization with A General Learning Objective | ✓ Link | 97.3 | GMDG (e RegNetY-16GF) | 2024-02-29 |
| PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization | ✓ Link | 97.2 | PromptStyler (CLIP, ViT-B/16) | 2023-07-27 |
| Soft Prompt Generation for Domain Generalization | ✓ Link | 97.0 | SPG (CLIP, ViT-B/16) | 2024-04-30 |
| Domain Generalization by Mutual-Information Regularization with Pre-trained Models | ✓ Link | 96.8 | MIRO (RegNetY-16GF, SWAD) | 2022-03-21 |
| Context-Aware Robust Fine-Tuning | | 96.8 | CAR-FT (CLIP, ViT-B/16) | 2022-11-29 |
| Leveraging Vision-Language Models for Improving Domain Generalization in Image Classification | ✓ Link | 96.68 | VL2V-SD (CLIP, ViT-B/16) | 2023-10-12 |
| Domain Generalization using Pretrained Models without Fine-tuning | | 96.1 | SEDGE+ | 2022-03-09 |
| Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization | ✓ Link | 95.8 | Ensemble of Averages (RegNetY-16GF) | 2021-10-21 |
| Towards Unified and Effective Domain Generalization | ✓ Link | 95.6 | UniDG + CORAL + ConvNeXt-B | 2023-10-16 |
| CADG: A Model Based on Cross Attention for Domain Generalization | | 94.6 | CADG | 2022-03-31 |
| Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization | ✓ Link | 93.2 | Ensemble of Averages (ResNeXt-50 32x4d) | 2021-10-21 |
| PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization | ✓ Link | 93.2 | PromptStyler (CLIP, ResNet-50) | 2023-07-27 |
| Soft Prompt Generation for Domain Generalization | ✓ Link | 92.8 | SPG (CLIP, ResNet-50) | 2024-04-30 |
| QT-DoG: Quantization-aware Training for Domain Generalization | ✓ Link | 90.7 | EoQ (ResNet-50) | 2024-10-08 |
| Model Ratatouille: Recycling Diverse Models for Out-of-Distribution Generalization | ✓ Link | 90.5 | Model Ratatouille | 2022-12-20 |
| A Sentence Speaks a Thousand Images: Domain Generalization through Distilling CLIP with Language Guidance | ✓ Link | 90.2 | RISE (ResNet-50) | 2023-09-21 |
| Adaptive Methods for Aggregated Domain Generalization | ✓ Link | 89.2 | AdaClust (ResNet-50, SWAD) | 2021-12-09 |
| PCL: Proxy-Based Contrastive Learning for Domain Generalization | ✓ Link | 88.7 | PCL (ResNet50, SWAD) | 2022-01-01 |
| Domain Generalization by Learning and Removing Domain-specific Features | ✓ Link | 88.63 | LRDG (ResNet-50) | 2022-12-14 |
| Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization | ✓ Link | 88.6 | Ensemble of Averages (ResNet-50) | 2021-10-21 |
| BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning | ✓ Link | 88.6 | BatchFormer(ResNet-50, SWAD) | 2022-03-03 |
| SIMPLE: Specialized Model-Sample Matching for Domain Generalization | ✓ Link | 88.6 | SIMPLE | 2023-05-01 |
| Domain Generalization by Mutual-Information Regularization with Pre-trained Models | ✓ Link | 88.4 | MIRO (ResNet-50, SWAD) | 2022-03-21 |
| Rethinking Multi-domain Generalization with A General Learning Objective | ✓ Link | 88.4 | GMDG (ResNet-50, SWAD) | 2024-02-29 |
| VNE: An Effective Method for Improving Deep Representation by Manipulating Eigenvalue Distribution | ✓ Link | 88.3 | VNE (ResNet-50, SWAD) | 2023-04-04 |
| SWAD: Domain Generalization by Seeking Flat Minima | ✓ Link | 88.1 | SWAD (ResNet-50) | 2021-02-17 |
| Sparse Mixture-of-Experts are Domain Generalizable Learners | ✓ Link | 88.1 | GMoE-S/16 | 2022-06-08 |
| QT-DoG: Quantization-aware Training for Domain Generalization | ✓ Link | 87.89 | QT-DoG (ResNet-50) | 2024-10-08 |
| Dynamic Domain Generalization | ✓ Link | 87.87 | DDG | 2022-05-27 |
| Self-Challenging Improves Cross-Domain Generalization | ✓ Link | 87.83 | RSC (ResNet-50) | 2020-07-05 |
| Weight Averaging Improves Knowledge Distillation under Domain Shift | ✓ Link | 87.6 | WAKD (DeiT-Ti) | 2023-09-20 |
| Domain Generalization using Causal Matching | ✓ Link | 87.52 | MDG-Hybrid (ResNet-50) | 2020-06-12 |
| Automated Domain Discovery from Multiple Sources to Improve Zero-Shot Generalization | ✓ Link | 87.35 | DREAME | 2021-12-17 |
| Domain-aware Triplet loss in Domain Generalization | ✓ Link | 87.3 | D-Triplet(Resnet-50) | 2023-03-01 |
| Adaptive Methods for Aggregated Domain Generalization | ✓ Link | 87.0 | AdaClust (ResNet-50) | 2021-12-09 |
| Fishr: Invariant Gradient Variances for Out-of-Distribution Generalization | ✓ Link | 86.9 | Fishr(ResNet-50,DomainBed) | 2021-09-07 |
| Meta-DMoE: Adapting to Domain Shift by Meta-Distillation from Mixture-of-Experts | ✓ Link | 86.9 | Meta-DMoE (ResNet-50) | 2022-10-08 |
| POEM: Polarization of Embeddings for Domain-Invariant Representations | ✓ Link | 86.7 | POEM | 2023-05-22 |
| Learning to Optimize Domain Specific Normalization for Domain Generalization | | 86.64 | DSON (Resnet-50) | 2019-07-09 |
| A Style and Semantic Memory Mechanism for Domain Generalization | | 86.6 | STEAM (Resnet-18) | 2021-12-14 |
| Weight Averaging Improves Knowledge Distillation under Domain Shift | ✓ Link | 86.6 | WAKD (Resnet-18) | 2023-09-20 |
| Cross Domain Ensemble Distillation for Domain Generalization | | 86.4 | XDED (ResNet-18) | 2021-09-29 |
| Cross-Domain Ensemble Distillation for Domain Generalization | ✓ Link | 86.4 | XDED (ResNet-18) | 2022-11-25 |
| Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization | | 85.84 | EISNet (Resnet-50) | 2020-07-18 |
| Rethinking Multi-domain Generalization with A General Learning Objective | ✓ Link | 85.6 | GMDG (ResNet-50) | 2024-02-29 |
| In Search of Lost Domain Generalization | ✓ Link | 85.50 | ERM (Resnet-50, DomainBed) | 2020-07-02 |
| Domain Generalization via Entropy Regularization | ✓ Link | 85.34 | ER (Resnet-50) | 2020-12-01 |
| Self-Challenging Improves Cross-Domain Generalization | ✓ Link | 85.2 | RSC (Resnet-50, DomainBed) | 2020-07-05 |
| Self-Challenging Improves Cross-Domain Generalization | ✓ Link | 85.15 | RSC (Resnet-18) | 2020-07-05 |
| Learning to Optimize Domain Specific Normalization for Domain Generalization | | 85.11 | DSON (Resnet-18) | 2019-07-09 |
| Deep Stable Learning for Out-Of-Distribution Generalization | ✓ Link | 84.69 | StableNet (ResNet-18) | 2021-04-16 |
| Frustratingly Simple Domain Generalization via Image Stylization | ✓ Link | 84.64 | DGIS (Resnet-18, Painting) | 2020-06-19 |
| Domain Generalization With Adversarial Feature Learning | | 84.6 | MMD-AAE (Resnet-50, DomainBed) | 2018-06-01 |
| Improve Unsupervised Domain Adaptation with Mixup Training | ✓ Link | 84.6 | Mixup (Resnet-50, DomainBed) | 2020-01-03 |
| Towards Shape Biased Unsupervised Representation Learning for Domain Generalization | | 84.46 | DDEC (Resnet-18) | 2019-09-18 |
| Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization | ✓ Link | 84.4 | GroupDRO (Resnet-50, DomainBed) | 2019-11-20 |
| Domain Generalization using Causal Matching | ✓ Link | 84.35 | MDG-Hybrid (Resnet-18) | 2020-06-12 |
| Rethinking Domain Generalization Baselines | | 84.32 | Stylized (Resnet-18) | 2021-01-22 |
| NAS-OoD: Neural Architecture Search for Out-of-Distribution Generalization | ✓ Link | 84.23 | NAS-OoD (R | 2021-09-05 |
| Domain Generalization using Pretrained Models without Fine-tuning | | 84.1 | SEDGE | 2022-03-09 |
| Domain Generalization with MixStyle | ✓ Link | 83.7 | MixStyle (Resnet-18) | 2021-04-05 |
| SelfReg: Self-supervised Contrastive Regularization for Domain Generalization | ✓ Link | 83.62 | SelfReg (Resnet-50) | 2021-04-20 |
| MetaReg: Towards Domain Generalization using Meta-Regularization | | 83.6 | MetaReg (Resnet-50) | 2018-12-01 |
| Learning to Balance Specificity and Invariance for In and Out of Domain Generalization | ✓ Link | 83.37 | DMG (Resnet-50) | 2020-08-28 |
| Generalizing to unseen domains via distribution matching | ✓ Link | 83.34 | G2DM (ResNet-18) | 2019-11-03 |
| Reducing Domain Gap by Reducing Style Bias | ✓ Link | 83.25 | SagNet (Resnet-18) | 2019-10-25 |
| Batch Normalization Embeddings for Deep Domain Generalization | | 83.1 | BNE (ResNet-18) | 2020-11-25 |
| Deep Domain-Adversarial Image Generation for Domain Generalisation | | 83.1 | DDAIG (Resnet-18) | 2020-03-12 |
| Learning to Generate Novel Domains for Domain Generalization | ✓ Link | 82.8 | L2A-OT (Resnet-18) | 2020-07-07 |
| Domain Generalization via Model-Agnostic Learning of Semantic Features | ✓ Link | 82.67 | MASF (Resnet-50) | 2019-10-29 |
| Deep Domain Generalization via Conditional Invariant Adversarial Networks | | 82.6 | CDANN (Resnet-50, DomainBed) | 2018-09-01 |
| DecAug: Augmenting HOI Detection via Decomposition | | 82.4 | DecAug (Resnet-18) | 2020-10-02 |
| DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation | ✓ Link | 82.39 | DecAug (Resnet-18) | 2020-12-17 |
| Reducing Domain Gap by Reducing Style Bias | ✓ Link | 82.3 | SagNet (Resnet-50) | 2019-10-25 |
| Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization | | 82.15 | EISNet (Resnet-18) | 2020-07-18 |
| Domain Generalization Using a Mixture of Multiple Latent Domains | ✓ Link | 81.83 | MMLD (Resnet-18, k=2) | 2019-11-18 |
| Feature Alignment and Restoration for Domain Generalization and Adaptation | | 81.7 | FAR (Resnet-18) | 2020-06-22 |
| MetaReg: Towards Domain Generalization using Meta-Regularization | | 81.7 | MetaReg (Resnet-18) | 2018-12-01 |
| Towards Recognizing Unseen Categories in Unseen Domains | ✓ Link | 81.6 | CuMix (Resnet-18) | 2020-07-23 |
| Episodic Training for Domain Generalization | ✓ Link | 81.5 | Epi-FCR (Resnet-18) | 2019-01-31 |
| Sequential Learning for Domain Generalization | | 81.5 | S-MLDG (Resnet-18) | 2020-04-03 |
| Learning to Balance Specificity and Invariance for In and Out of Domain Generalization | ✓ Link | 81.46 | DMG (Resnet-18) | 2020-08-28 |
| Self-Supervised Learning Across Domains | | 81.41 | Jigsaw+Rotation (Resnet-18) | 2020-07-24 |
| Domain Generalization via Entropy Regularization | ✓ Link | 81.38 | ER (Resnet-18) | 2020-12-01 |
| Domain Generalization via Model-Agnostic Learning of Semantic Features | ✓ Link | 81.04 | MASF (Resnet-18) | 2019-10-29 |
| Domain Generalization with Domain-Specific Aggregation Modules | | 80.72 | D-SAM-Λ (Resnet-18) | 2018-09-28 |
| Generalizing Across Domains via Cross-Gradient Training | ✓ Link | 80.7 | CrossGrad (Resnet-18) | 2018-04-28 |
| Efficient Domain Generalization via Common-Specific Low-Rank Decomposition | ✓ Link | 80.69 | CSD (Resnet-18) | 2020-03-28 |
| Domain Generalization by Solving Jigsaw Puzzles | ✓ Link | 80.51 | JiGen (Resnet-18) | 2019-03-16 |
| Discriminative Adversarial Domain Generalization with Meta-learning based Cross-domain Validation | ✓ Link | 80.38 | DADG (Resnet-18) | 2020-11-01 |
| Unified Deep Supervised Domain Adaptation and Generalization | ✓ Link | 79.4 | CCSA (Resnet-18) | 2017-09-28 |
| Towards Shape Biased Unsupervised Representation Learning for Domain Generalization | | 79.15 | DDEC (Alexnet) | 2019-09-18 |
| Domain Generalization by Solving Jigsaw Puzzles | ✓ Link | 79.05 | Deep All (Resnet-18) | 2019-03-16 |
| Rethinking Domain Generalization Baselines | | 77.31 | Stylized (Alexnet) | 2021-01-22 |
| Domain Generalization With Adversarial Feature Learning | | 77.0 | MMD-AAE (Resnet-18) | 2018-06-01 |
| Frustratingly Simple Domain Generalization via Image Stylization | ✓ Link | 76.62 | DGIS (Alexnet, Painting) | 2020-06-19 |
| Self-Challenging Improves Cross-Domain Generalization | ✓ Link | 76.05 | RSC (AlexNet) | 2020-07-05 |
| Domain Generalization via Entropy Regularization | ✓ Link | 75.67 | ER (Alexnet) | 2020-12-01 |
| Reducing Domain Gap by Reducing Style Bias | ✓ Link | 75.52 | SagNet (Alexnet) | 2019-10-25 |
| Domain Generalization via Model-Agnostic Learning of Semantic Features | ✓ Link | 75.21 | MASF (Alexnet) | 2019-10-29 |
| Domain Generalization Using a Mixture of Multiple Latent Domains | ✓ Link | 74.38 | MMLD (Alexnet, k=3) | 2019-11-18 |
| Self-Supervised Learning Across Domains | | 74.08 | Jigsaw+Rotation (Alexnet) | 2020-07-24 |
| Generalizing to unseen domains via distribution matching | ✓ Link | 73.55 | G2DM (AlexNet) | 2019-11-03 |
| Global-Local Regularization Via Distributional Robustness | ✓ Link | 73.5 | GLOT-DR | 2022-03-01 |
| Domain Generalization by Solving Jigsaw Puzzles | ✓ Link | 73.38 | JiGen (Alexnet) | 2019-03-16 |
| Learning to Balance Specificity and Invariance for In and Out of Domain Generalization | ✓ Link | 73.32 | DMG (Alexnet) | 2020-08-28 |
| MetaReg: Towards Domain Generalization using Meta-Regularization | | 72.62 | MetaReg (Alexnet) | 2018-12-01 |
| Discriminative Adversarial Domain Generalization with Meta-learning based Cross-domain Validation | ✓ Link | 72.11 | DADG (AlexNet) | 2020-11-01 |
| Learning Robust Global Representations by Penalizing Local Predictive Power | ✓ Link | 72.08 | PAR (Alexnet) | 2019-05-29 |
| Episodic Training for Domain Generalization | ✓ Link | 72.00 | Epi-FCR (Alexnet) | 2019-01-31 |
| Correlation-aware Adversarial Domain Adaptation and Generalization | | 71.98 | CAADG (Alexnet) | 2019-11-29 |
| Domain Generalization by Solving Jigsaw Puzzles | ✓ Link | 71.52 | Deep All (Alexnet) | 2019-03-16 |
| Domain Generalization with Domain-Specific Aggregation Modules | | 71.20 | D-SAM (Alexnet) | 2018-09-28 |
| Out-of-Distribution Generalization via Risk Extrapolation (REx) | ✓ Link | 71.14 | VREx (Alexnet) | 2020-03-02 |
| Robust and Generalizable Visual Representation Learning via Random Convolutions | ✓ Link | 70.53 | RC (Alexnet) | 2020-07-25 |
| Feature-Critic Networks for Heterogeneous Domain Generalization | ✓ Link | 70.40 | FeatureCritic (Alexnet) | 2019-01-31 |
| Best sources forward: domain generalization through source-specific nets | | 70.30 | BestSources (Alexnet) | 2018-06-15 |
| Learning Robust Representations by Projecting Superficial Statistics Out | | 70.20 | Hex (Alexnet) | 2019-03-02 |
| Learning to Generalize: Meta-Learning for Domain Generalization | ✓ Link | 70.01 | MLDG (Alexnet) | 2017-10-10 |
| Multi-component Image Translation for Deep Domain Generalization | | 69.45 | JAN-COMBO (Alexnet) | 2018-12-21 |
| Improving out-of-distribution generalization via multi-task self-supervised pretraining | | 69.32 | Rotation+Gabor+DeepCluster (Alexnet) | 2020-03-30 |
| Deeper, Broader and Artier Domain Generalization | ✓ Link | 69.21 | TF (Alexnet) | 2017-10-09 |
| Deep Domain Generalization via Conditional Invariant Adversarial Networks | | 68.88 | CIDDG (Alexnet) | 2018-09-01 |
| Domain Separation Networks | ✓ Link | 67.37 | DSN (Alexnet) | 2016-08-22 |
| Deeper, Broader and Artier Domain Generalization | ✓ Link | 58.99 | LRE-SVM | 2017-10-09 |
| Deeper, Broader and Artier Domain Generalization | ✓ Link | 58.74 | SVM | 2017-10-09 |
| Shape-Biased Domain Generalization via Shock Graph Embeddings | | 47.45 | SGE (GNN-Tag) | 2021-09-13 |
| []() | | 0 | BayesPrompt | |