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open-set domain adaptation

32 papers

OSDA

Papers

Beyond Retraining: Training-Free Unknown Class Filtering for Source-Free Open Set Domain Adaptation of Vision–Language Models AAAI 2026 A Theory of Learning Unified Model via Knowledge Integration from Label Space Varying Domains CVPR 2025 COSDA: Counterfactual-based Susceptibility Risk Framework for Open-Set Domain Adaptation ICML 2025 Distinguish Then Exploit: Source-free Open Set Domain Adaptation via Weight Barcode Estimation and Sparse Label Assignment CVPR 2025 Dynamic Target Distribution Estimation for Source-Free Open-Set Domain Adaptation AAAI 2025 Open-Set Cross-Network Node Classification via Unknown-Excluded Adversarial Graph Domain Alignment AAAI 2025 When Domain Generalization meets Generalized Category Discovery: An Adaptive Task-Arithmetic Driven Approach CVPR 2025 DREAM: Dual Structured Exploration with Mixup for Open-set Graph Domain Adaption ICLR 2024 Open-Set Graph Domain Adaptation via Separate Domain Alignment AAAI 2024 Rethinking Correlation Learning via Label Prior for Open Set Domain Adaptation IJCAI 2024 Unveiling the Unknown: Unleashing the Power of Unknown to Known in Open-Set Source-Free Domain Adaptation CVPR 2024 Adjustment and Alignment for Unbiased Open Set Domain Adaptation CVPR 2023 AutoLabel: CLIP-Based Framework for Open-Set Video Domain Adaptation CVPR 2023 Boosting Novel Category Discovery Over Domains with Soft Contrastive Learning and All in One Classifier ICCV 2023 Harnessing Out-Of-Distribution Examples via Augmenting Content and Style ICLR 2023 Upcycling Models Under Domain and Category Shift CVPR 2023 Attracting and Dispersing: A Simple Approach for Source-free Domain Adaptation NeurIPS 2022 Distance-Based Hyperspherical Classification for Multi-Source Open-Set Domain Adaptation WACV 2022 Unknown-Aware Domain Adversarial Learning for Open-Set Domain Adaptation NeurIPS 2022 Balanced Open Set Domain Adaptation via Centroid Alignment AAAI 2021 Towards Novel Target Discovery Through Open-Set Domain Adaptation ICCV 2021 Exploring Category-Agnostic Clusters for Open-Set Domain Adaptation CVPR 2020 Joint Partial Optimal Transport for Open Set Domain Adaptation IJCAI 2020 OVL: One-View Learning for Human Retrieval AAAI 2020 Progressive Graph Learning for Open-Set Domain Adaptation ICML 2020