| MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation | Dec 2, 2022 | Domain Adaptationimage-classification | CodeCode Available | 2 | 5 |
| HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation | Apr 27, 2022 | Domain AdaptationGPU | CodeCode Available | 2 | 5 |
| ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation | Nov 30, 2018 | Domain AdaptationImage-to-Image Translation | CodeCode Available | 1 | 5 |
| Bidirectional Learning for Domain Adaptation of Semantic Segmentation | Apr 24, 2019 | Domain AdaptationImage Segmentation | CodeCode Available | 1 | 5 |
| Bidirectional Self-Training with Multiple Anisotropic Prototypes for Domain Adaptive Semantic Segmentation | Apr 16, 2022 | Domain AdaptationPseudo Label | CodeCode Available | 1 | 5 |
| A Curriculum Domain Adaptation Approach to the Semantic Segmentation of Urban Scenes | Dec 24, 2018 | Autonomous DrivingDomain Adaptation | CodeCode Available | 1 | 5 |
| Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation | Mar 29, 2021 | Domain AdaptationScene Segmentation | CodeCode Available | 1 | 5 |
| DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation | Nov 29, 2021 | Domain AdaptationImage-to-Image Translation | CodeCode Available | 1 | 5 |
| Deliberated Domain Bridging for Domain Adaptive Semantic Segmentation | Sep 16, 2022 | Domain AdaptationImage-to-Image Translation | CodeCode Available | 1 | 5 |
| Diverse Image-to-Image Translation via Disentangled Representations | Aug 2, 2018 | AttributeDiversity | CodeCode Available | 1 | 5 |
| Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation | Apr 28, 2021 | Depth EstimationDepth Prediction | CodeCode Available | 1 | 5 |
| DSP: Dual Soft-Paste for Unsupervised Domain Adaptive Semantic Segmentation | Jul 20, 2021 | Domain AdaptationSemantic Segmentation | CodeCode Available | 1 | 5 |
| Dual Path Learning for Domain Adaptation of Semantic Segmentation | Aug 13, 2021 | Domain AdaptationImage-to-Image Translation | CodeCode Available | 1 | 5 |
| Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic Segmentation | Aug 12, 2022 | Contrastive LearningDomain Adaptation | CodeCode Available | 1 | 5 |
| Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation | Feb 14, 2023 | Domain AdaptationPseudo Label | CodeCode Available | 1 | 5 |
| Instance Adaptive Self-Training for Unsupervised Domain Adaptation | Aug 27, 2020 | Domain AdaptationImage-to-Image Translation | CodeCode Available | 1 | 5 |
| Let's Play for Action: Recognizing Activities of Daily Living by Learning from Life Simulation Video Games | Jul 12, 2021 | Action ClassificationActivity Recognition | CodeCode Available | 1 | 5 |
| MetaCorrection: Domain-aware Meta Loss Correction for Unsupervised Domain Adaptation in Semantic Segmentation | Mar 9, 2021 | Domain AdaptationMeta-Learning | CodeCode Available | 1 | 5 |
| Multiple Fusion Adaptation: A Strong Framework for Unsupervised Semantic Segmentation Adaptation | Dec 1, 2021 | Domain AdaptationPseudo Label | CodeCode Available | 1 | 5 |
| Permuted AdaIN: Reducing the Bias Towards Global Statistics in Image Classification | Oct 9, 2020 | Domain AdaptationDomain Generalization | CodeCode Available | 1 | 5 |
| PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation | Nov 14, 2022 | Domain AdaptationImage-to-Image Translation | CodeCode Available | 1 | 5 |
| Pixel-Level Cycle Association: A New Perspective for Domain Adaptive Semantic Segmentation | Oct 31, 2020 | Domain AdaptationSemantic Segmentation | CodeCode Available | 1 | 5 |
| PixMatch: Unsupervised Domain Adaptation via Pixelwise Consistency Training | May 17, 2021 | Domain AdaptationSemantic Segmentation | CodeCode Available | 1 | 5 |
| ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer | Apr 25, 2022 | Domain AdaptationImage-to-Image Translation | CodeCode Available | 1 | 5 |
| Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation | Jan 26, 2021 | Domain AdaptationImage-to-Image Translation | CodeCode Available | 1 | 5 |
| Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation | Mar 8, 2020 | Domain AdaptationPrediction | CodeCode Available | 1 | 5 |
| Self-supervised Augmentation Consistency for Adapting Semantic Segmentation | Apr 30, 2021 | Data AugmentationDomain Adaptation | CodeCode Available | 1 | 5 |
| SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation | Apr 19, 2022 | Domain AdaptationImage-to-Image Translation | CodeCode Available | 1 | 5 |
| Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation | Mar 15, 2022 | Domain AdaptationImage-to-Image Translation | CodeCode Available | 1 | 5 |
| SPCL: A New Framework for Domain Adaptive Semantic Segmentation via Semantic Prototype-based Contrastive Learning | Nov 24, 2021 | Contrastive LearningDomain Adaptation | CodeCode Available | 1 | 5 |
| StereoGAN: Bridging Synthetic-to-Real Domain Gap by Joint Optimization of Domain Translation and Stereo Matching | May 5, 2020 | Disparity EstimationDiversity | CodeCode Available | 1 | 5 |
| Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation | Nov 21, 2023 | Depth EstimationDomain Adaptation | CodeCode Available | 1 | 5 |
| Unsupervised Intra-domain Adaptation for Semantic Segmentation through Self-Supervision | Apr 16, 2020 | Domain AdaptationSemantic Segmentation | CodeCode Available | 1 | 5 |
| Unsupervised Scene Adaptation with Memory Regularization in vivo | Dec 24, 2019 | Domain AdaptationSemantic Segmentation | CodeCode Available | 1 | 5 |
| Class-Balanced Pixel-Level Self-Labeling for Domain Adaptive Semantic Segmentation | Mar 18, 2022 | Image-to-Image TranslationSegmentation | CodeCode Available | 1 | 5 |
| Classes Matter: A Fine-grained Adversarial Approach to Cross-domain Semantic Segmentation | Jul 17, 2020 | Domain AdaptationImage-to-Image Translation | CodeCode Available | 1 | 5 |
| CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation | Aug 27, 2022 | Contrastive LearningDomain Adaptation | CodeCode Available | 1 | 5 |
| Confidence Regularized Self-Training | Aug 26, 2019 | Domain Adaptationimage-classification | CodeCode Available | 1 | 5 |
| Content-Consistent Matching for Domain Adaptive Semantic Segmentation | Aug 1, 2020 | Domain AdaptationImage-to-Image Translation | CodeCode Available | 1 | 5 |
| Context-Aware Mixup for Domain Adaptive Semantic Segmentation | Aug 8, 2021 | Domain AdaptationImage-to-Image Translation | CodeCode Available | 1 | 5 |
| DACS: Domain Adaptation via Cross-domain Mixed Sampling | Jul 17, 2020 | Domain AdaptationSemantic Segmentation | CodeCode Available | 1 | 5 |
| Virtual to Real Reinforcement Learning for Autonomous Driving | Apr 13, 2017 | Autonomous DrivingDomain Adaptation | CodeCode Available | 0 | 5 |
| FCNs in the Wild: Pixel-level Adversarial and Constraint-based Adaptation | Dec 8, 2016 | Image-to-Image TranslationSemantic Segmentation | CodeCode Available | 0 | 5 |
| CyCADA: Cycle-Consistent Adversarial Domain Adaptation | Nov 8, 2017 | Domain AdaptationImage-to-Image Translation | CodeCode Available | 0 | 5 |
| Learning from Scale-Invariant Examples for Domain Adaptation in Semantic Segmentation | Jul 28, 2020 | Domain AdaptationImage-to-Image Translation | CodeCode Available | 0 | 5 |
| Learning to Adapt Structured Output Space for Semantic Segmentation | Feb 28, 2018 | Domain AdaptationImage-to-Image Translation | CodeCode Available | 0 | 5 |
| Domain Adaptation for Semantic Segmentation via Class-Balanced Self-Training | Oct 18, 2018 | Domain AdaptationPseudo Label | CodeCode Available | 0 | 5 |
| Domain Adaptation for Structured Output via Discriminative Patch Representations | Jan 16, 2019 | Domain AdaptationImage-to-Image Translation | CodeCode Available | 0 | 5 |
| All about Structure: Adapting Structural Information across Domains for Boosting Semantic Segmentation | Mar 26, 2019 | AllDomain Adaptation | CodeCode Available | 0 | 5 |
| Domain Adaptive Semantic Segmentation via Regional Contrastive Consistency Regularization | Oct 11, 2021 | Domain AdaptationSemantic Segmentation | CodeCode Available | 0 | 5 |
