Domain Adaptation

A Closer Look at Cross-Domain Few-Shot Object Detection: Fine-Tuning Matters and Parallel Decoder Helps CVPR 2026 Adapting Point Cloud Analysis via Multimodal Bayesian Distribution Learning CVPR 2026 Anomaly-Related Residual Fields for Cross-domain Anomaly Detection CVPR 2026 Beyond Discrepancy: A Closer Look at the Theory of Distribution Shift ALT 2026 BiPA: Bilevel Prompt Adaptation for Underwater Instance Segmentation CVPR 2026 Black-Box Domain Adaptation for Object Detection with Retention-Driven Knowledge Compression CVPR 2026 COODetect at SemEval-2026 Task 13: Unsupervised Latent Domain Adaptation for Out-of-Distribution AI Code Detection SemEval 2026 Cross-Architecture Adaptation: Cloud-Edge Continual Test-Time Adaptation with Dynamic Sampling and Heterogeneous Distillation CVPR 2026 CTTA-T: Continual Test-Time Adaptation for Text Understanding via Teacher-Student with a Domain-aware and Generalized Teacher ACL 2026 Decoupling Stability and Plasticity for Multi-Modal Test-Time Adaptation CVPR 2026 Denoise and Align: Towards Source-Free UDA for Robust Panoramic Semantic Segmentation CVPR 2026 Detection versus Instance Segmentation for Multi-Species Malaria Diagnosis: A Head-to-Head Comparison and Multi-Dataset Validation of YOLOv12 Architectures with Small Object Optimization MIDL 2026 Dual-level Adapter Boosting Prompt-free Curvilinear Structure Segmentation CVPR 2026 EvObj: Learning Evolving Object-centric Representations for 3D Instance Segmentation without Scene Supervision CVPR 2026 Foundation Model Priors Enhance Object Focus in Feature Space for Source-Free Object Detection CVPR 2026 Harnessing Linguistic Dissimilarity for Language Generalization on Unseen Low-Resource Varieties CoNLL 2026 Hyperbolic Prototype Learning with Uncertainty-Aware Consistency for Continual Test-Time Segmentation CVPR 2026 InsCal: Calibrated Multi-Source Fully Test-Time Prompt Tuning for Object Detection CVPR 2026 InstructDiff: Domain-Adaptive Data Selection via Contrastive Entropy for Efficient LLM Fine-Tuning ACL 2026 Interpretable Cross-Domain Few-Shot Learning with Rectified Target-Domain Local Alignment CVPR 2026 Knowledge-driven Augmentation and Retrieval for Integrative Temporal Adaptation ACL 2026 Learnable Motion-Focused Tokenization for Effective and Efficient Video Unsupervised Domain Adaptation CVPR 2026 Learning Faster with Better Tokens: Parameter-Efficient Vocabulary Adaptation for Specialized Text Summarization ACL 2026 Learning to Act Robustly with View-Invariant Latent Actions CVPR 2026 LexMachina at SemEval-2026 Task 2: Predicting Variation in Emotional Valence and Arousal over Time from Ecological Essays SemEval 2026