| VisDA-2021 Competition Universal Domain Adaptation to Improve Performance on Out-of-Distribution Data | Jul 23, 2021 | BIG-bench Machine LearningDomain Adaptation | CodeCode Available | 1 | 5 |
| HyperDomainNet: Universal Domain Adaptation for Generative Adversarial Networks | Oct 17, 2022 | Domain AdaptationUniversal Domain Adaptation | CodeCode Available | 1 | 5 |
| Universal Domain Adaptation for Remote Sensing Image Scene Classification | Jan 26, 2023 | ClassificationDomain Adaptation | CodeCode Available | 1 | 5 |
| Upcycling Models under Domain and Category Shift | Mar 13, 2023 | ClusteringDomain Adaptation | CodeCode Available | 1 | 5 |
| LEAD: Learning Decomposition for Source-free Universal Domain Adaptation | Mar 6, 2024 | Domain AdaptationTransfer Learning | CodeCode Available | 1 | 5 |
| Semi-Supervised Domain Adaptation for Cross-Survey Galaxy Morphology Classification and Anomaly Detection | Nov 1, 2022 | Anomaly DetectionDomain Adaptation | CodeCode Available | 1 | 5 |
| Learning to Detect Open Classes for Universal Domain Adaptation | Aug 1, 2020 | Domain AdaptationUniversal Domain Adaptation | CodeCode Available | 1 | 5 |
| Unified Optimal Transport Framework for Universal Domain Adaptation | Oct 31, 2022 | Domain AdaptationRepresentation Learning | CodeCode Available | 1 | 5 |
| Universal Domain Adaptation from Foundation Models: A Baseline Study | May 18, 2023 | Domain AdaptationUniversal Domain Adaptation | CodeCode Available | 1 | 5 |
| Universal Domain Adaptation through Self Supervision | Feb 19, 2020 | ClusteringDomain Adaptation | CodeCode Available | 1 | 5 |
| OVANet: One-vs-All Network for Universal Domain Adaptation | Apr 7, 2021 | AllDomain Adaptation | CodeCode Available | 1 | 5 |
| Target Semantics Clustering via Text Representations for Robust Universal Domain Adaptation | Jun 4, 2025 | Domain AdaptationUniversal Domain Adaptation | CodeCode Available | 1 | 5 |
| DeepAstroUDA: Semi-Supervised Universal Domain Adaptation for Cross-Survey Galaxy Morphology Classification and Anomaly Detection | Feb 3, 2023 | Anomaly DetectionDomain Adaptation | CodeCode Available | 1 | 5 |
| Distance-based Hyperspherical Classification for Multi-source Open-Set Domain Adaptation | Jul 5, 2021 | Contrastive LearningDomain Adaptation | CodeCode Available | 1 | 5 |
| Divergence Optimization for Noisy Universal Domain Adaptation | Apr 1, 2021 | Domain AdaptationUniversal Domain Adaptation | CodeCode Available | 1 | 5 |
| Domain Adaptation for Time Series Under Feature and Label Shifts | Feb 6, 2023 | Domain AdaptationTime Series | CodeCode Available | 1 | 5 |
| MLNet: Mutual Learning Network with Neighborhood Invariance for Universal Domain Adaptation | Dec 13, 2023 | Domain AdaptationTransfer Learning | CodeCode Available | 1 | 5 |
| Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation | Feb 20, 2020 | Domain AdaptationPartial Domain Adaptation | CodeCode Available | 1 | 5 |
| Noisy Universal Domain Adaptation via Divergence Optimization for Visual Recognition | Apr 20, 2023 | Domain AdaptationUniversal Domain Adaptation | CodeCode Available | 1 | 5 |
| On Universal Black-Box Domain Adaptation | Apr 10, 2021 | Domain AdaptationUniversal Domain Adaptation | CodeCode Available | 1 | 5 |
| OneRing: A Simple Method for Source-free Open-partial Domain Adaptation | Jun 7, 2022 | Domain AdaptationDomain Generalization | CodeCode Available | 1 | 5 |
| GLC++: Source-Free Universal Domain Adaptation through Global-Local Clustering and Contrastive Affinity Learning | Mar 21, 2024 | ClusteringContrastive Learning | CodeCode Available | 1 | 5 |
| COMET: Contrastive Mean Teacher for Online Source-Free Universal Domain Adaptation | Jan 31, 2024 | Domain AdaptationTest-time Adaptation | CodeCode Available | 0 | 5 |
| COCA: Classifier-Oriented Calibration via Textual Prototype for Source-Free Universal Domain Adaptation | Aug 21, 2023 | Domain AdaptationFew-Shot Learning | CodeCode Available | 0 | 5 |
| Handling new target classes in semantic segmentation with domain adaptation | Apr 2, 2020 | Domain AdaptationScene Segmentation | CodeCode Available | 0 | 5 |
