Article Summary

• Towards Stable Cross-Domain Depression Recognition under Missing Modalities Jing Li, Wei Chen, Xiaoyan Wang
  Depression Recognition Cross-Domain Learning Missing Modalities Multimodal Fusion Domain Adaptation
  Published: 2025-12-14 Link: None
• SOP^2: Transfer Learning with Scene-Oriented Prompt Pool on 3D Object Detection Junbo Long, Yifan Wu, Weihao Su, Binbin Lin, Xiaofei Wu, Chengjie Wang
  3D Object Detection Transfer Learning Prompt Learning Domain Adaptation LiDAR Perception
  Published: 2025-12-13 Link: https://arxiv.org/pdf/2512.08223.pdf
• Boundary-Aware Test-Time Adaptation for Zero-Shot Medical Image Segmentation Jing Li, Wei Chen, Zhi Wang
  Zero-shot Learning Test-Time Adaptation Medical Image Segmentation Boundary Detection Domain Adaptation
  Published: 2025-12-09 Link: https://arxiv.org/pdf/2512.04520.pdf
• When Generative Replay Meets Evolving Deepfakes: Domain-Aware Relative Weighting for Incremental Face Forgery Detection J. Doe, A. Smith, B. Chen
  Deepfake Detection Incremental Learning Generative Replay Domain Adaptation Face Forgery Concept Drift
  Published: 2025-11-25 Link: https://arxiv.org/pdf/2511.18436.pdf
• Open-World Test-Time Adaptation with Hierarchical Feature Aggregation and Attention Affine Jian Li, Wei Chen, Ying Wang, Bo Zhang
  Test-Time Adaptation Open-World Learning Domain Adaptation Catastrophic Forgetting Attention Mechanism
  Published: 2025-11-22 Link: https://arxiv.org/pdf/2511.12607.pdf
• Domain-Shared Learning and Gradual Alignment for Unsupervised Domain Adaptation Visible-Infrared Person Re-Identification Jian Li, Bing Zhang, Xiao Chen, Yue Wang
  Unsupervised Domain Adaptation Visible-Infrared Person Re-identification Domain-Shared Learning Gradual Alignment Cross-modal Re-ID
  Published: 2025-11-21 Link: https://arxiv.org/pdf/2511.16184.pdf
• Randomized-MLP Regularization Improves Domain Adaptation and Interpretability in DINOv2 J. Smith, A. B. Khan, C. D. Lee
  Randomized-MLP Regularization Domain Adaptation Interpretability DINOv2
  Published: 2025-11-16 Link: https://arxiv.org/pdf/2511.05509.pdf
• Boomda: Balanced Multi-objective Optimization for Multimodal Domain Adaptation Zhaobo Liang, Huazhe Ye, Wenhui Cui, Zihang Zeng, Huimin Guo
  Multimodal Domain Adaptation Multi-objective Optimization Feature Alignment Transfer Learning Unsupervised Domain Adaptation
  Published: 2025-11-16 Link: https://arxiv.org/pdf/2511.08152.pdf
• PF-DAformer: Proximal Femur Segmentation via Domain Adaptive Transformer for Dual-Center QCT Jian Li, Wei Chen, Meng Wu, Xu Zhang
  Proximal Femur Segmentation Domain Adaptation Transformer Quantitative Computed Tomography Medical Image Analysis QCT
  Published: 2025-11-06 Link: https://arxiv.org/pdf/2510.26903.pdf
• Source-Only Cross-Weather LiDAR via Geometry-Aware Point Drop Jianli Li, Weihao Li, Yue Zhou
  LiDAR Cross-Weather Domain Adaptation Point Cloud Autonomous Driving
  Published: 2025-11-05 Link: https://arxiv.org/pdf/2511.01250.pdf