Video Understanding

Scaling Action Detection: AdaTAD++ with Transformer-Enhanced Temporal-Spatial Adaptation ICCV 2025 Scoring, Remember, and Reference: Catching Camouflaged Objects in Videos ICCV 2025 SEAL: Semantic Attention Learning for Long Video Representation CVPR 2025 Seeing Beyond: Enhancing Visual Question Answering with Multi-Modal Retrieval COLING 2025 Seeing Speech and Sound: Distinguishing and Locating Audio Sources in Visual Scenes CVPR 2025 Segment Anything Meets Point Tracking WACV 2025 Semantics-aware Test-time Adaptation for 3D Human Pose Estimation ICML 2025 Seq2Time: Sequential Knowledge Transfer for Video LLM Temporal Grounding CVPR 2025 SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding CVPR 2025 SG-I2V: Self-Guided Trajectory Control in Image-to-Video Generation ICLR 2025 Shape and Texture: What Influences Reliable Optical Flow Estimation? CVPR 2025 Sharper and Faster mean Better: Towards More Efficient Vision-Language Model for Hour-scale Long Video Understanding ACL 2025 Shot-by-Shot: Film-Grammar-Aware Training-Free Audio Description Generation ICCV 2025 ShotVL: Human-Centric Highlight Frame Retrieval via Language Queries AAAI 2025 SHuBERT: Self-Supervised Sign Language Representation Learning via Multi-Stream Cluster Prediction ACL 2025 Sign Language Recognition: A Large-Scale Multi-View Dataset and Comprehensive Evaluation WACV 2025 SignMusketeers: An Efficient Multi-Stream Approach for Sign Language Translation at Scale ACL 2025 Sim-DETR: Unlock DETR for Temporal Sentence Grounding ICCV 2025 Similar Modality Enhancement and Action Consistency Learning for Weakly Supervised Temporal Action Localization AAAI 2025 Situational Scene Graph for Structured Human-Centric Situation Understanding WACV 2025 Sliced Wasserstein Bridge for Open-Vocabulary Video Instance Segmentation ICCV 2025 SMILE: Infusing Spatial and Motion Semantics in Masked Video Learning CVPR 2025 Snakes and Ladders: Two Steps Up for VideoMamba ICCV 2025 SNIFR : Boosting Fine-Grained Child Harmful Content Detection Through Audio-Visual Alignment with Cascaded Cross-Transformer Interspeech 2025 SocialGesture: Delving into Multi-person Gesture Understanding CVPR 2025