Video Understanding

Beyond Single Frames: Can LMMs Comprehend Implicit Narratives in Comic Strip? EMNLP 2025 Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection ICCV 2025 Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events CVPR 2025 BOLT: Boost Large Vision-Language Model Without Training for Long-form Video Understanding CVPR 2025 Boosting Consistency in Story Visualization with Rich-Contextual Conditional Diffusion Models AAAI 2025 Boosting Semi-Supervised Video Action Detection with Temporal Context WACV 2025 Bootstrap Your Own Views: Masked Ego-Exo Modeling for Fine-grained View-invariant Video Representations CVPR 2025 Borrowing Eyes for the Blind Spot: Overcoming Data Scarcity in Malicious Video Detection via Cross-Domain Retrieval Augmentation ICCV 2025 BQA: Body Language Question Answering Dataset for Video Large Language Models ACL 2025 Bridging Multimodal and Video Summarization: A Unified Survey EMNLP 2025 Bridging the Semantic Granularity Gap Between Text and Frame Representations for Partially Relevant Video Retrieval AAAI 2025 Bringing RNNs Back to Efficient Open-Ended Video Understanding ICCV 2025 Building a Mind Palace: Structuring Environment-Grounded Semantic Graphs for Effective Long Video Analysis with LLMs CVPR 2025 BVINet: Unlocking Blind Video Inpainting with Zero Annotations ICCV 2025 CameraCtrl: Enabling Camera Control for Video Diffusion Models ICLR 2025 Can Retelling Have Adequate Information for Reasoning? An Enhancement Method for Imperfect Video Understanding with Large Language Model IJCAI 2025 Can you SPLICE it together? A Human Curated Benchmark for Probing Visual Reasoning in VLMs EMNLP 2025 CaRDiff: Video Salient Object Ranking Chain of Thought Reasoning for Saliency Prediction with Diffusion AAAI 2025 CASP: Consistency-aware Audio-induced Saliency Prediction Model for Omnidirectional Video CVPR 2025 CAVIS: Context-Aware Video Instance Segmentation ICCV 2025 CDTR: Semantic Alignment for Video Moment Retrieval Using Concept Decomposition Transformer AAAI 2025 Challenges for AI in Multimodal STEM Assessments: a Human-AI Comparison ACL 2025 Change3D: Revisiting Change Detection and Captioning from A Video Modeling Perspective CVPR 2025 Chapter-Llama: Efficient Chaptering in Hour-Long Videos with LLMs CVPR 2025 CLIP-Fusion: A Spatio-Temporal Quality Metric for Frame Interpolation WACV 2025