| 1 | SIMPLE+ | 99 | No | - | - | Code |
| 2 | PromptStyler (CLIP, ViT-L/14) | 98.6 | No | PromptStyler: Prompt-driven Style Generation for... | 2023-07-27 | Code |
| 3 | GMDG (RegNetY-16GF, SWAD) | 97.9 | No | Rethinking Multi-domain Generalization with A Ge... | 2024-02-29 | Code |
| 4 | D-Triplet(RegNetY-16GF) | 97.6 | No | Domain-aware Triplet loss in Domain Generalization | 2023-03-01 | Code |
| 5 | MoA (OpenCLIP, ViT-B/16) | 97.4 | No | Domain Generalization Using Large Pretrained Mod... | 2023-10-17 | Code |
| 6 | GMDG (e RegNetY-16GF) | 97.3 | No | Rethinking Multi-domain Generalization with A Ge... | 2024-02-29 | Code |
| 7 | PromptStyler (CLIP, ViT-B/16) | 97.2 | No | PromptStyler: Prompt-driven Style Generation for... | 2023-07-27 | Code |
| 8 | SPG (CLIP, ViT-B/16) | 97 | No | Soft Prompt Generation for Domain Generalization | 2024-04-30 | Code |
| 9 | MIRO (RegNetY-16GF, SWAD) | 96.8 | No | Domain Generalization by Mutual-Information Regu... | 2022-03-21 | Code |
| 10 | CAR-FT (CLIP, ViT-B/16) | 96.8 | No | Context-Aware Robust Fine-Tuning | 2022-11-29 | - |
| 11 | VL2V-SD (CLIP, ViT-B/16) | 96.68 | No | Leveraging Vision-Language Models for Improving ... | 2023-10-12 | Code |
| 12 | SEDGE+ | 96.1 | No | Domain Generalization using Pretrained Models wi... | 2022-03-09 | - |
| 13 | Ensemble of Averages (RegNetY-16GF) | 95.8 | No | Ensemble of Averages: Improving Model Selection ... | 2021-10-21 | Code |
| 14 | UniDG + CORAL + ConvNeXt-B | 95.6 | No | Towards Unified and Effective Domain Generalizat... | 2023-10-16 | Code |
| 15 | CADG | 94.6 | No | CADG: A Model Based on Cross Attention for Domai... | 2022-03-31 | - |
| 16 | Ensemble of Averages (ResNeXt-50 32x4d) | 93.2 | No | Ensemble of Averages: Improving Model Selection ... | 2021-10-21 | Code |
| 17 | PromptStyler (CLIP, ResNet-50) | 93.2 | No | PromptStyler: Prompt-driven Style Generation for... | 2023-07-27 | Code |
| 18 | SPG (CLIP, ResNet-50) | 92.8 | No | Soft Prompt Generation for Domain Generalization | 2024-04-30 | Code |
| 19 | EoQ (ResNet-50) | 90.7 | No | QT-DoG: Quantization-aware Training for Domain G... | 2024-10-08 | Code |
| 20 | Model Ratatouille | 90.5 | No | Model Ratatouille: Recycling Diverse Models for ... | 2022-12-20 | Code |
| 21 | RISE (ResNet-50) | 90.2 | No | A Sentence Speaks a Thousand Images: Domain Gene... | 2023-09-21 | Code |
| 22 | AdaClust (ResNet-50, SWAD) | 89.2 | No | Adaptive Methods for Aggregated Domain Generaliz... | 2021-12-09 | Code |
| 23 | PCL (ResNet50, SWAD) | 88.7 | No | - | - | Code |
| 24 | LRDG (ResNet-50) | 88.63 | No | Domain Generalization by Learning and Removing D... | 2022-12-14 | Code |
| 25 | Ensemble of Averages (ResNet-50) | 88.6 | No | Ensemble of Averages: Improving Model Selection ... | 2021-10-21 | Code |
| 26 | BatchFormer(ResNet-50, SWAD) | 88.6 | No | BatchFormer: Learning to Explore Sample Relation... | 2022-03-03 | Code |
| 27 | SIMPLE | 88.6 | No | - | - | Code |
| 28 | MIRO (ResNet-50, SWAD) | 88.4 | No | Domain Generalization by Mutual-Information Regu... | 2022-03-21 | Code |
| 29 | GMDG (ResNet-50, SWAD) | 88.4 | No | Rethinking Multi-domain Generalization with A Ge... | 2024-02-29 | Code |
| 30 | VNE (ResNet-50, SWAD) | 88.3 | No | VNE: An Effective Method for Improving Deep Repr... | 2023-04-04 | Code |
| 31 | SWAD (ResNet-50) | 88.1 | No | SWAD: Domain Generalization by Seeking Flat Minima | 2021-02-17 | Code |
| 32 | GMoE-S/16 | 88.1 | No | Sparse Mixture-of-Experts are Domain Generalizab... | 2022-06-08 | Code |
| 33 | QT-DoG (ResNet-50) | 87.89 | No | QT-DoG: Quantization-aware Training for Domain G... | 2024-10-08 | Code |
| 34 | DDG | 87.87 | No | Dynamic Domain Generalization | 2022-05-27 | Code |
| 35 | RSC (ResNet-50) | 87.83 | No | Self-Challenging Improves Cross-Domain Generaliz... | 2020-07-05 | Code |
| 36 | WAKD (DeiT-Ti) | 87.6 | No | Weight Averaging Improves Knowledge Distillation... | 2023-09-20 | Code |
| 37 | MDG-Hybrid (ResNet-50) | 87.52 | No | Domain Generalization using Causal Matching | 2020-06-12 | Code |
| 38 | DREAME | 87.35 | No | Automated Domain Discovery from Multiple Sources... | 2021-12-17 | Code |
| 39 | D-Triplet(Resnet-50) | 87.3 | No | Domain-aware Triplet loss in Domain Generalization | 2023-03-01 | Code |
| 40 | AdaClust (ResNet-50) | 87 | No | Adaptive Methods for Aggregated Domain Generaliz... | 2021-12-09 | Code |
| 41 | Fishr(ResNet-50,DomainBed) | 86.9 | No | Fishr: Invariant Gradient Variances for Out-of-D... | 2021-09-07 | Code |
| 42 | Meta-DMoE (ResNet-50) | 86.9 | No | Meta-DMoE: Adapting to Domain Shift by Meta-Dist... | 2022-10-08 | Code |
| 43 | POEM | 86.7 | No | POEM: Polarization of Embeddings for Domain-Inva... | 2023-05-22 | Code |
| 44 | DSON (Resnet-50) | 86.64 | No | Learning to Optimize Domain Specific Normalizati... | 2019-07-09 | - |
| 45 | STEAM (Resnet-18) | 86.6 | No | A Style and Semantic Memory Mechanism for Domain... | 2021-12-14 | - |
| 46 | WAKD (Resnet-18) | 86.6 | No | Weight Averaging Improves Knowledge Distillation... | 2023-09-20 | Code |
| 47 | XDED (ResNet-18) | 86.4 | No | Cross-Domain Ensemble Distillation for Domain Ge... | 2022-11-25 | Code |
| 48 | XDED (ResNet-18) | 86.4 | No | Cross-Domain Ensemble Distillation for Domain Ge... | 2022-11-25 | Code |
| 49 | EISNet (Resnet-50) | 85.84 | No | Learning from Extrinsic and Intrinsic Supervisio... | 2020-07-18 | - |
| 50 | GMDG (ResNet-50) | 85.6 | No | Rethinking Multi-domain Generalization with A Ge... | 2024-02-29 | Code |
| 51 | ERM (Resnet-50, DomainBed) | 85.5 | No | In Search of Lost Domain Generalization | 2020-07-02 | Code |
| 52 | ER (Resnet-50) | 85.34 | No | - | - | Code |
| 53 | RSC (Resnet-50, DomainBed) | 85.2 | No | Self-Challenging Improves Cross-Domain Generaliz... | 2020-07-05 | Code |
| 54 | RSC (Resnet-18) | 85.15 | No | Self-Challenging Improves Cross-Domain Generaliz... | 2020-07-05 | Code |
| 55 | DSON (Resnet-18) | 85.11 | No | Learning to Optimize Domain Specific Normalizati... | 2019-07-09 | - |
| 56 | StableNet (ResNet-18) | 84.69 | No | Deep Stable Learning for Out-Of-Distribution Gen... | 2021-04-16 | Code |
| 57 | DGIS (Resnet-18, Painting) | 84.64 | No | Frustratingly Simple Domain Generalization via I... | 2020-06-19 | Code |
| 58 | MMD-AAE (Resnet-50, DomainBed) | 84.6 | No | - | - | - |
| 59 | Mixup (Resnet-50, DomainBed) | 84.6 | No | Improve Unsupervised Domain Adaptation with Mixu... | 2020-01-03 | Code |
| 60 | DDEC (Resnet-18) | 84.46 | No | Towards Shape Biased Unsupervised Representation... | 2019-09-18 | - |
| 61 | GroupDRO (Resnet-50, DomainBed) | 84.4 | No | Distributionally Robust Neural Networks for Grou... | 2019-11-20 | Code |
| 62 | MDG-Hybrid (Resnet-18) | 84.35 | No | Domain Generalization using Causal Matching | 2020-06-12 | Code |
| 63 | Stylized (Resnet-18) | 84.32 | No | Rethinking Domain Generalization Baselines | 2021-01-22 | - |
| 64 | NAS-OoD (R | 84.23 | No | NAS-OoD: Neural Architecture Search for Out-of-D... | 2021-09-05 | Code |
| 65 | SEDGE | 84.1 | No | Domain Generalization using Pretrained Models wi... | 2022-03-09 | - |
| 66 | MixStyle (Resnet-18) | 83.7 | No | Domain Generalization with MixStyle | 2021-04-05 | Code |
| 67 | SelfReg (Resnet-50) | 83.62 | No | SelfReg: Self-supervised Contrastive Regularizat... | 2021-04-20 | Code |
| 68 | MetaReg (Resnet-50) | 83.6 | No | - | - | - |
| 69 | DMG (Resnet-50) | 83.37 | No | Learning to Balance Specificity and Invariance f... | 2020-08-28 | Code |
| 70 | G2DM (ResNet-18) | 83.34 | No | Generalizing to unseen domains via distribution ... | 2019-11-03 | Code |
| 71 | SagNet (Resnet-18) | 83.25 | No | Reducing Domain Gap by Reducing Style Bias | 2019-10-25 | Code |
| 72 | BNE (ResNet-18) | 83.1 | No | Batch Normalization Embeddings for Deep Domain G... | 2020-11-25 | - |
| 73 | DDAIG (Resnet-18) | 83.1 | No | Deep Domain-Adversarial Image Generation for Dom... | 2020-03-12 | - |
| 74 | L2A-OT (Resnet-18) | 82.8 | No | Learning to Generate Novel Domains for Domain Ge... | 2020-07-07 | Code |
| 75 | MASF (Resnet-50) | 82.67 | No | Domain Generalization via Model-Agnostic Learnin... | 2019-10-29 | Code |
| 76 | CDANN (Resnet-50, DomainBed) | 82.6 | No | - | - | - |
| 77 | DecAug (Resnet-18) | 82.4 | No | DecAug: Augmenting HOI Detection via Decomposition | 2020-10-02 | - |
| 78 | DecAug (Resnet-18) | 82.39 | No | DecAug: Out-of-Distribution Generalization via D... | 2020-12-17 | Code |
| 79 | SagNet (Resnet-50) | 82.3 | No | Reducing Domain Gap by Reducing Style Bias | 2019-10-25 | Code |
| 80 | EISNet (Resnet-18) | 82.15 | No | Learning from Extrinsic and Intrinsic Supervisio... | 2020-07-18 | - |
| 81 | MMLD (Resnet-18, k=2) | 81.83 | No | Domain Generalization Using a Mixture of Multipl... | 2019-11-18 | Code |
| 82 | FAR (Resnet-18) | 81.7 | No | Feature Alignment and Restoration for Domain Gen... | 2020-06-22 | - |
| 83 | MetaReg (Resnet-18) | 81.7 | No | - | - | - |
| 84 | CuMix (Resnet-18) | 81.6 | No | Towards Recognizing Unseen Categories in Unseen ... | 2020-07-23 | Code |
| 85 | Epi-FCR (Resnet-18) | 81.5 | No | Episodic Training for Domain Generalization | 2019-01-31 | Code |
| 86 | S-MLDG (Resnet-18) | 81.5 | No | Sequential Learning for Domain Generalization | 2020-04-03 | - |
| 87 | DMG (Resnet-18) | 81.46 | No | Learning to Balance Specificity and Invariance f... | 2020-08-28 | Code |
| 88 | Jigsaw+Rotation (Resnet-18) | 81.41 | No | Self-Supervised Learning Across Domains | 2020-07-24 | - |
| 89 | ER (Resnet-18) | 81.38 | No | - | - | Code |
| 90 | MASF (Resnet-18) | 81.04 | No | Domain Generalization via Model-Agnostic Learnin... | 2019-10-29 | Code |
| 91 | D-SAM-Λ (Resnet-18) | 80.72 | No | Domain Generalization with Domain-Specific Aggre... | 2018-09-28 | - |
| 92 | CrossGrad (Resnet-18) | 80.7 | No | Generalizing Across Domains via Cross-Gradient T... | 2018-04-28 | Code |
| 93 | CSD (Resnet-18) | 80.69 | No | Efficient Domain Generalization via Common-Speci... | 2020-03-28 | Code |
| 94 | JiGen (Resnet-18) | 80.51 | No | Domain Generalization by Solving Jigsaw Puzzles | 2019-03-16 | Code |
| 95 | DADG (Resnet-18) | 80.38 | No | Discriminative Adversarial Domain Generalization... | 2020-11-01 | Code |
| 96 | CCSA (Resnet-18) | 79.4 | No | Unified Deep Supervised Domain Adaptation and Ge... | 2017-09-28 | Code |
| 97 | DDEC (Alexnet) | 79.15 | No | Towards Shape Biased Unsupervised Representation... | 2019-09-18 | - |
| 98 | Deep All (Resnet-18) | 79.05 | No | Domain Generalization by Solving Jigsaw Puzzles | 2019-03-16 | Code |
| 99 | Stylized (Alexnet) | 77.31 | No | Rethinking Domain Generalization Baselines | 2021-01-22 | - |
| 100 | MMD-AAE (Resnet-18) | 77 | No | - | - | - |
| 101 | DGIS (Alexnet, Painting) | 76.62 | No | Frustratingly Simple Domain Generalization via I... | 2020-06-19 | Code |
| 102 | RSC (AlexNet) | 76.05 | No | Self-Challenging Improves Cross-Domain Generaliz... | 2020-07-05 | Code |
| 103 | ER (Alexnet) | 75.67 | No | - | - | Code |
| 104 | SagNet (Alexnet) | 75.52 | No | Reducing Domain Gap by Reducing Style Bias | 2019-10-25 | Code |
| 105 | MASF (Alexnet) | 75.21 | No | Domain Generalization via Model-Agnostic Learnin... | 2019-10-29 | Code |
| 106 | MMLD (Alexnet, k=3) | 74.38 | No | Domain Generalization Using a Mixture of Multipl... | 2019-11-18 | Code |
| 107 | Jigsaw+Rotation (Alexnet) | 74.08 | No | Self-Supervised Learning Across Domains | 2020-07-24 | - |
| 108 | G2DM (AlexNet) | 73.55 | No | Generalizing to unseen domains via distribution ... | 2019-11-03 | Code |
| 109 | GLOT-DR | 73.5 | No | Global-Local Regularization Via Distributional R... | 2022-03-01 | Code |
| 110 | JiGen (Alexnet) | 73.38 | No | Domain Generalization by Solving Jigsaw Puzzles | 2019-03-16 | Code |
| 111 | DMG (Alexnet) | 73.32 | No | Learning to Balance Specificity and Invariance f... | 2020-08-28 | Code |
| 112 | MetaReg (Alexnet) | 72.62 | No | - | - | - |
| 113 | DADG (AlexNet) | 72.11 | No | Discriminative Adversarial Domain Generalization... | 2020-11-01 | Code |
| 114 | PAR (Alexnet) | 72.08 | No | Learning Robust Global Representations by Penali... | 2019-05-29 | Code |
| 115 | Epi-FCR (Alexnet) | 72 | No | Episodic Training for Domain Generalization | 2019-01-31 | Code |
| 116 | CAADG (Alexnet) | 71.98 | No | Correlation-aware Adversarial Domain Adaptation ... | 2019-11-29 | - |
| 117 | Deep All (Alexnet) | 71.52 | No | Domain Generalization by Solving Jigsaw Puzzles | 2019-03-16 | Code |
| 118 | D-SAM (Alexnet) | 71.2 | No | Domain Generalization with Domain-Specific Aggre... | 2018-09-28 | - |
| 119 | VREx (Alexnet) | 71.14 | No | Out-of-Distribution Generalization via Risk Extr... | 2020-03-02 | Code |
| 120 | RC (Alexnet) | 70.53 | No | Robust and Generalizable Visual Representation L... | 2020-07-25 | Code |
| 121 | FeatureCritic (Alexnet) | 70.4 | No | Feature-Critic Networks for Heterogeneous Domain... | 2019-01-31 | Code |
| 122 | BestSources (Alexnet) | 70.3 | No | Best sources forward: domain generalization thro... | 2018-06-15 | - |
| 123 | Hex (Alexnet) | 70.2 | No | Learning Robust Representations by Projecting Su... | 2019-03-02 | - |
| 124 | MLDG (Alexnet) | 70.01 | No | Learning to Generalize: Meta-Learning for Domain... | 2017-10-10 | Code |
| 125 | JAN-COMBO (Alexnet) | 69.45 | No | Multi-component Image Translation for Deep Domai... | 2018-12-21 | - |
| 126 | Rotation+Gabor+DeepCluster (Alexnet) | 69.32 | No | Improving out-of-distribution generalization via... | 2020-03-30 | - |
| 127 | TF (Alexnet) | 69.21 | No | Deeper, Broader and Artier Domain Generalization | 2017-10-09 | Code |
| 128 | CIDDG (Alexnet) | 68.88 | No | - | - | - |
| 129 | DSN (Alexnet) | 67.37 | No | Domain Separation Networks | 2016-08-22 | Code |
| 130 | LRE-SVM | 58.99 | No | Deeper, Broader and Artier Domain Generalization | 2017-10-09 | Code |
| 131 | SVM | 58.74 | No | Deeper, Broader and Artier Domain Generalization | 2017-10-09 | Code |
| 132 | SGE (GNN-Tag) | 47.45 | No | Shape-Biased Domain Generalization via Shock Gra... | 2021-09-13 | - |
| 133 | BayesPrompt | 0 | No | - | - | - |