| 1 | DCF | 77.7 | No | Transferring to Real-World Layouts: A Depth-awar... | 2023-11-21 | Code |
| 2 | MIC | 75.9 | No | MIC: Masked Image Consistency for Context-Enhanc... | 2022-12-02 | Code |
| 3 | HRDA+MIC | 75.9 | No | MIC: Masked Image Consistency for Context-Enhanc... | 2022-12-02 | Code |
| 4 | HRDA + PiPa | 75.6 | No | PiPa: Pixel- and Patch-wise Self-supervised Lear... | 2022-11-14 | Code |
| 5 | HRDA+PiPa | 75.6 | No | PiPa: Pixel- and Patch-wise Self-supervised Lear... | 2022-11-14 | Code |
| 6 | HRDA + CLUDA | 74.4 | No | CLUDA : Contrastive Learning in Unsupervised Dom... | 2022-08-27 | Code |
| 7 | HRDA | 73.8 | No | HRDA: Context-Aware High-Resolution Domain-Adapt... | 2022-04-27 | Code |
| 8 | HRDA | 73.8 | No | HRDA: Context-Aware High-Resolution Domain-Adapt... | 2022-04-27 | Code |
| 9 | DAFormer + PiPa | 71.7 | No | PiPa: Pixel- and Patch-wise Self-supervised Lear... | 2022-11-14 | Code |
| 10 | DAFormer+PiPa | 71.7 | No | PiPa: Pixel- and Patch-wise Self-supervised Lear... | 2022-11-14 | Code |
| 11 | SePiCo | 70.3 | No | SePiCo: Semantic-Guided Pixel Contrast for Domai... | 2022-04-19 | Code |
| 12 | SePiCo | 70.3 | No | SePiCo: Semantic-Guided Pixel Contrast for Domai... | 2022-04-19 | Code |
| 13 | DAFormer + CLUDA | 70.11 | No | CLUDA : Contrastive Learning in Unsupervised Dom... | 2022-08-27 | Code |
| 14 | CAMix (w DAFormer) | 70 | No | Context-Aware Mixup for Domain Adaptive Semantic... | 2021-08-08 | Code |
| 15 | CAMix (w DAFormer) | 70 | No | Context-Aware Mixup for Domain Adaptive Semantic... | 2021-08-08 | Code |
| 16 | DAFormer + ProCST | 69.4 | Yes | ProCST: Boosting Semantic Segmentation Using Pro... | 2022-04-25 | Code |
| 17 | DAFormer + ProCST | 69.4 | Yes | ProCST: Boosting Semantic Segmentation Using Pro... | 2022-04-25 | Code |
| 18 | DAFormer | 68.3 | No | DAFormer: Improving Network Architectures and Tr... | 2021-11-29 | Code |
| 19 | DAFormer | 68.3 | No | DAFormer: Improving Network Architectures and Tr... | 2021-11-29 | Code |
| 20 | Sepico + HIAST | 64.1 | No | Hard-aware Instance Adaptive Self-training for U... | 2023-02-14 | Code |
| 21 | TransDA-B | 63.9 | No | Smoothing Matters: Momentum Transformer for Doma... | 2022-03-15 | Code |
| 22 | TransDA-B | 63.9 | No | Smoothing Matters: Momentum Transformer for Doma... | 2022-03-15 | Code |
| 23 | DDB | 62.7 | No | Deliberated Domain Bridging for Domain Adaptive ... | 2022-09-16 | Code |
| 24 | DDB | 62.7 | No | Deliberated Domain Bridging for Domain Adaptive ... | 2022-09-16 | Code |
| 25 | EHTDI* | 62 | No | Exploring High-quality Target Domain Information... | 2022-08-12 | Code |
| 26 | EHTDI* | 62 | No | Exploring High-quality Target Domain Information... | 2022-08-12 | Code |
| 27 | BiSMAP | 61.2 | No | Bidirectional Self-Training with Multiple Anisot... | 2022-04-16 | Code |
| 28 | SePiCo - DeepLabv2 | 61 | No | SePiCo: Semantic-Guided Pixel Contrast for Domai... | 2022-04-19 | Code |
| 29 | CPSL | 60.8 | No | Class-Balanced Pixel-Level Self-Labeling for Dom... | 2022-03-18 | Code |
| 30 | CPSL | 60.8 | No | Class-Balanced Pixel-Level Self-Labeling for Dom... | 2022-03-18 | Code |
| 31 | G2L | 59.7 | No | - | - | - |
| 32 | G2L | 59.7 | No | - | - | - |
| 33 | CMFormer | 59.7 | Yes | Learning Content-enhanced Mask Transformer for D... | 2023-07-01 | Code |
| 34 | EHTDI(ResNet-101) | 58.8 | No | Exploring High-quality Target Domain Information... | 2022-08-12 | Code |
| 35 | ProDA+CRA | 58.6 | No | Cross-Region Domain Adaptation for Class-level A... | 2021-09-14 | - |
| 36 | ProDA + CRA | 58.6 | No | Cross-Region Domain Adaptation for Class-level A... | 2021-09-14 | - |
| 37 | MFA(with knowledge distillation) | 58.2 | No | Multiple Fusion Adaptation: A Strong Framework f... | 2021-12-01 | Code |
| 38 | ProDA | 57.5 | No | Prototypical Pseudo Label Denoising and Target S... | 2021-01-26 | Code |
| 39 | ProDA(with knowledge distillation) | 57.5 | No | Prototypical Pseudo Label Denoising and Target S... | 2021-01-26 | Code |
| 40 | ELDA | 57.3 | No | ELDA: Using Edges to Have an Edge on Semantic Se... | 2022-11-16 | Code |
| 41 | CorDA | 56.6 | Yes | Domain Adaptive Semantic Segmentation with Self-... | 2021-04-28 | Code |
| 42 | AdaptSeg + HIAST | 56.3 | No | Hard-aware Instance Adaptive Self-training for U... | 2023-02-14 | Code |
| 43 | Coarse-to-Fine | 56.1 | No | Coarse-to-Fine Domain Adaptive Semantic Segmenta... | 2021-03-24 | - |
| 44 | CAMix (w Deeplabv2 ResNet 101) | 55.2 | No | Context-Aware Mixup for Domain Adaptive Semantic... | 2021-08-08 | Code |
| 45 | CAMix (w Deeplabv2 ResNet101) | 55.2 | No | Context-Aware Mixup for Domain Adaptive Semantic... | 2021-08-08 | Code |
| 46 | DSP | 55 | No | DSP: Dual Soft-Paste for Unsupervised Domain Ada... | 2021-07-20 | Code |
| 47 | PixIntraDA | 54.2 | No | - | - | - |
| 48 | SAC | 53.8 | No | Self-supervised Augmentation Consistency for Ada... | 2021-04-30 | Code |
| 49 | RCCR | 53.5 | No | Domain Adaptive Semantic Segmentation via Region... | 2021-10-11 | Code |
| 50 | DPL-Dual | 53.3 | No | Dual Path Learning for Domain Adaptation of Sema... | 2021-08-13 | Code |
| 51 | TridentAdapt | 53.3 | No | TridentAdapt: Learning Domain-invariance via Sou... | 2021-11-30 | Code |
| 52 | LEIT | 52.8 | Yes | Unsupervised Domain Adaptation for Semantic Segm... | 2021-09-18 | - |
| 53 | DACS | 52.14 | No | DACS: Domain Adaptation via Cross-domain Mixed S... | 2020-07-17 | Code |
| 54 | MetaCorrection | 52.1 | No | MetaCorrection: Domain-aware Meta Loss Correctio... | 2021-03-09 | Code |
| 55 | SPCL | 52.1 | No | SPCL: A New Framework for Domain Adaptive Semant... | 2021-11-24 | Code |
| 56 | ITEN | 51.66 | No | Exploiting Image Translations via Ensemble Self-... | 2021-07-13 | - |
| 57 | CLST | 51.6 | No | Contrastive Learning and Self-Training for Unsup... | 2021-05-05 | - |
| 58 | IAST | 51.5 | No | Instance Adaptive Self-Training for Unsupervised... | 2020-08-27 | Code |
| 59 | pAdaIN | 51.5 | No | Permuted AdaIN: Reducing the Bias Towards Global... | 2020-10-09 | Code |
| 60 | Uncertainty + Adaboost | 50.9 | No | Adaptive Boosting for Domain Adaptation: Towards... | 2021-03-29 | Code |
| 61 | PixMatch | 50.3 | No | PixMatch: Unsupervised Domain Adaptation via Pix... | 2021-05-17 | Code |
| 62 | MRNet+Rectifying Label | 50.3 | No | Rectifying Pseudo Label Learning via Uncertainty... | 2020-03-08 | Code |
| 63 | CAG-UDA | 50.2 | No | Category Anchor-Guided Unsupervised Domain Adapt... | 2019-10-29 | Code |
| 64 | FADA | 50.1 | No | Classes Matter: A Fine-grained Adversarial Appro... | 2020-07-17 | Code |
| 65 | CCM | 49.9 | No | - | - | Code |
| 66 | CCM | 49.9 | No | - | - | Code |
| 67 | CRST(MRKLD-SP-MST) | 49.8 | No | Confidence Regularized Self-Training | 2019-08-26 | Code |
| 68 | MLSL(SISC-PWL) | 49 | No | MLSL: Multi-Level Self-Supervised Learning for D... | 2019-09-30 | Code |
| 69 | BDL | 48.5 | No | Bidirectional Learning for Domain Adaptation of ... | 2019-04-24 | Code |
| 70 | MRNet | 48.3 | No | Unsupervised Scene Adaptation with Memory Regula... | 2019-12-24 | Code |
| 71 | PyCDA | 48 | No | Constructing Self-motivated Pyramid Curriculums ... | 2019-08-26 | Code |
| 72 | PLCA | 47.8 | No | Pixel-Level Cycle Association: A New Perspective... | 2020-10-31 | Code |
| 73 | CBST | 47 | No | - | - | Code |
| 74 | CBST-SP(MST) | 47 | No | Domain Adaptation for Semantic Segmentation via ... | 2018-10-18 | Code |
| 75 | Discriminative Patch | 46.5 | No | Domain Adaptation for Structured Output via Disc... | 2019-01-16 | Code |
| 76 | IntraDA | 46.3 | No | Unsupervised Intra-domain Adaptation for Semanti... | 2020-04-16 | Code |
| 77 | AdvEnt(with MinEnt) | 45.5 | No | ADVENT: Adversarial Entropy Minimization for Dom... | 2018-11-30 | Code |
| 78 | DISE | 45.4 | No | All about Structure: Adapting Structural Informa... | 2019-03-26 | Code |
| 79 | ADVENT | 44.8 | No | ADVENT: Adversarial Entropy Minimization for Dom... | 2018-11-30 | Code |
| 80 | SWD | 44.5 | No | Sliced Wasserstein Discrepancy for Unsupervised ... | 2019-03-10 | Code |
| 81 | Domain adaptation | 43.2 | No | Diverse Image-to-Image Translation via Disentang... | 2018-08-02 | Code |
| 82 | CLAN | 43.2 | No | Taking A Closer Look at Domain Shift: Category-l... | 2018-09-25 | Code |
| 83 | AdaptSegNet(multi-level) | 42.4 | No | Learning to Adapt Structured Output Space for Se... | 2018-02-28 | Code |
| 84 | ResNet101 65.1 | 41.7 | No | Deep Residual Learning for Image Recognition | 2015-12-10 | Code |
| 85 | Bidirectional Learning | 41.3 | No | Bidirectional Learning for Domain Adaptation of ... | 2019-04-24 | Code |
| 86 | VGG16 60.3 | 41.3 | No | Very Deep Convolutional Networks for Large-Scale... | 2014-09-04 | Code |
| 87 | UDA-SA + CyCADA | 41.2 | No | Unsupervised Domain Adaptation through Self-Supe... | 2019-09-26 | Code |
| 88 | Light-weight Calibrator | 40.5 | No | Light-weight Calibrator: a Separable Component f... | 2019-11-28 | Code |
| 89 | CyCADA pixel+feat | 39.5 | No | CyCADA: Cycle-Consistent Adversarial Domain Adap... | 2017-11-08 | Code |
| 90 | ROAD | 39.4 | No | ROAD: Reality Oriented Adaptation for Semantic S... | 2017-11-30 | - |
| 91 | AdaptSetNet-SWa | 35.7 | No | Switchable Whitening for Deep Representation Lea... | 2019-04-22 | Code |
| 92 | CyCADA pixel-only | 34.8 | No | CyCADA: Cycle-Consistent Adversarial Domain Adap... | 2017-11-08 | Code |
| 93 | superpixel + color constancy | 31.4 | No | A Curriculum Domain Adaptation Approach to the S... | 2018-12-24 | Code |
| 94 | CDA | 28.9 | No | Curriculum Domain Adaptation for Semantic Segmen... | 2017-07-29 | Code |
| 95 | FCNs in the wild | 27.1 | No | FCNs in the Wild: Pixel-level Adversarial and Co... | 2016-12-08 | Code |