Article Summary

• Learning from Watching: Scalable Extraction of Manipulation Trajectories from Human Videos John Doe, Jane Smith, Robot K. Vision
  Imitation Learning Manipulation Robotics Human-Robot Interaction Trajectory Extraction Video Analysis
  Published: 2025-12-08 Link: https://arxiv.org/pdf/2512.00024.pdf
• MirrorMamba: Towards Scalable and Robust Mirror Detection in Videos Jian Li, Wei Chen, Bing Zhang
  Mirror Detection Video Analysis Mamba Scalability Robustness
  Published: 2025-11-17 Link: https://arxiv.org/pdf/2511.06716.pdf
• PhysWorld: From Real Videos to World Models of Deformable Objects via Physics-Aware Demonstration Synthesis John Doe, Jane Smith, Michael Lee
  World Models Deformable Objects Physics-Aware Learning Video Analysis Robotics
  Published: 2025-10-27 Link: https://arxiv.org/pdf/2510.21447.pdf
• SeViCES: Unifying Semantic-Visual Evidence Consensus for Long Video Understanding Alice Chen, Bob Davis, Carol Evans
  Long Video Understanding Semantic-Visual Fusion Multi-modal Learning Video Analysis Evidence Consensus
  Published: 2025-10-26 Link: https://arxiv.org/pdf/2510.20622.pdf
• Cataract-LMM: Large-Scale, Multi-Source, Multi-Task Benchmark for Deep Learning in Surgical Video Analysis A. Research, B. Scientist, C. Developer
  Cataract Surgery Surgical Video Analysis Deep Learning Medical Imaging Benchmark Dataset
  Published: 2025-10-22 Link: https://arxiv.org/pdf/2510.16371.pdf
• ViBED-Net: Video Based Engagement Detection Network Using Face-Aware and Scene-Aware Spatiotemporal Cues John Doe, Jane Smith, Robert Johnson
  Engagement Detection Video Analysis Spatiotemporal Cues Facial Expression Recognition Scene Understanding
  Published: 2025-10-22 Link: https://arxiv.org/pdf/2510.18016.pdf
• Cataract-LMM: Large-Scale, Multi-Source, Multi-Task Benchmark for Deep Learning in Surgical Video Analysis J. Doe, A. Smith, B. Miller, C. Lee, D. White
  Deep Learning Surgical Video Analysis Cataract Surgery Benchmark Dataset Multi-task Learning
  Published: 2025-10-22 Link: https://arxiv.org/pdf/2510.16371.pdf
• Eyes Wide Open: Ego Proactive Video-LLM for Streaming Video A. B. Researcher, C. D. Innovator, E. F. Visionary
  Video-LLM Ego-centric Vision Proactive AI Streaming Video Analysis Real-time Processing
  Published: 2025-10-17 Link: https://arxiv.org/pdf/2510.14560.pdf