source-free adaptation

Beyond Retraining: Training-Free Unknown Class Filtering for Source-Free Open Set Domain Adaptation of Vision–Language Models AAAI 2026 Model-free Domain Adaptation for Concealed Multimodal Large-Language Models WACV 2026 Zero-LEAD: Source-Free Universal Domain Adaptation for Abdominal Multi-Organ Segmentation WACV 2026 A Theory of Learning Unified Model via Knowledge Integration from Label Space Varying Domains CVPR 2025 Bridge Then Begin Anew: Generating Target-Relevant Intermediate Model for Source-Free Visual Emotion Adaptation AAAI 2025 Dual-Rate Dynamic Teacher for Source-Free Domain Adaptive Object Detection ICCV 2025 FreeDNA: Endowing Domain Adaptation of Diffusion-Based Dense Prediction with Training-Free Domain Noise Alignment ICCV 2025 Optimal Transport-Guided Source-Free Adaptation for Face Anti-Spoofing CVPR 2025 Personalized Sleep Staging Leveraging Source-free Unsupervised Domain Adaptation AAAI 2025 Purge-Gate: Backpropagation-Free Test-Time Adaptation for Point Clouds Classification via Token purging ICCV 2025 EventDance: Unsupervised Source-free Cross-modal Adaptation for Event-based Object Recognition CVPR 2024 Learning Class and Domain Augmentations for Single-Source Open-Domain Generalization WACV 2024 pSTarC: Pseudo Source Guided Target Clustering for Fully Test-Time Adaptation WACV 2024 Rank and Align: Towards Effective Source-free Graph Domain Adaptation IJCAI 2024 ReCLIP: Refine Contrastive Language Image Pre-Training With Source Free Domain Adaptation WACV 2024 Robust Source-Free Domain Adaptation for Fundus Image Segmentation WACV 2024 Source-Free Unsupervised Domain Adaptation for Question Answering via Prompt-Assisted Self-learning NAACL 2024 SpGesture: Source-Free Domain-adaptive sEMG-based Gesture Recognition with Jaccard Attentive Spiking Neural Network NeurIPS 2024 Uncertainty-Aware Source-Free Adaptive Image Super-Resolution with Wavelet Augmentation Transformer CVPR 2024 Source-Free Video Domain Adaptation With Spatial-Temporal-Historical Consistency Learning CVPR 2023 Cleaning Noisy Labels by Negative Ensemble Learning for Source-Free Unsupervised Domain Adaptation WACV 2022 Listen, Adapt, Better WER: Source-free Single-utterance Test-time Adaptation for Automatic Speech Recognition Interspeech 2022 Source-Free Domain Adaptation via Distribution Estimation CVPR 2022 Confident Anchor-Induced Multi-Source Free Domain Adaptation NeurIPS 2021 Domain Impression: A Source Data Free Domain Adaptation Method WACV 2021