domain shift

Learnable Motion-Focused Tokenization for Effective and Efficient Video Unsupervised Domain Adaptation CVPR 2026 LexMachina at SemEval-2026 Task 2: Predicting Variation in Emotional Valence and Arousal over Time from Ecological Essays SemEval 2026 LightRefine-PCXR: A Lightweight Refinement Framework for Efficient Medical Device Suppression in Pediatric Chest X-Rays MIDL 2026 LUMINA: A Multi-Vendor Mammography Benchmark with Energy Harmonization Protocol CVPR 2026 MERIT: Multi-domain Efficient RAW Image Translation CVPR 2026 Model-free Domain Adaptation for Concealed Multimodal Large-Language Models WACV 2026 NAPP: Noise-Adaptive Prototype Perturbation for Few-Shot Learning WACV 2026 Nested Graph Pseudo-Label Refinement for Noisy Label Domain Adaptation Learning AAAI 2026 Optimizing against Infeasible Inclusions from Data for Semantic Segmentation through Morphology WACV 2026 PanDA: Unsupervised Domain Adaptation for Multimodal 3D Panoptic Segmentation in Autonomous Driving CVPR 2026 Prototype-Driven Active Domain Adaptation with Density Consideration AAAI 2026 Quantifying and Mitigating Hospital Domain Bias in Pathology Foundation Models using Adversarial Feature Disentanglement MIDL 2026 Reclaiming Lost Text Layers for Source-Free Cross-Domain Few-Shot Learning CVPR 2026 Remedying Target-Domain Astigmatism for Cross-Domain Few-Shot Object Detection CVPR 2026 Robo-SGG: Exploiting Layout-Oriented Normalization and Restitution Can Improve Robust Scene Graph Generation CVPR 2026 SAME: Signer-Aware Mixture-of-Experts for Test-Time Adaptation in Sign Language Translation ACL 2026 SD-FSMIS: Adapting Stable Diffusion for Few-Shot Medical Image Segmentation CVPR 2026 Seeing Through the Shift: Causality-Inspired Robust Generalized Category Discovery CVPR 2026 TANGO: Learning Distribution-wise Foundation Prior Consistency and Instance-wise Style Calibration for Medical Image Generalization CVPR 2026 The LUMirage: An independent evaluation of zero-shot performance in the LUMIR challenge MIDL 2026 Topology-Inspired Backward-Free Framework for Test-Time Adaptation in Medical Detection AAAI 2026 Towards Multimodal Domain Generalization with Few Labels CVPR 2026 Towards Stable Federated Continual Test-Time Adaptation in Wild World CVPR 2026 TransformerTrio at SemEval-2026 Task 13: Navigating Domain Shift and Representation Instability in Machine-Generated Code Detection SemEval 2026 TRUST: Leveraging Text Robustness for Unsupervised Domain Adaptation AAAI 2026