video summarization

Agentic Video Summarization via Self-Reflecting Multimodal Understanding CVPR 2026 Cut to the Chase: Training-free Multimodal Summarization via Chain-of-Events CVPR 2026 KCVR: Knowledge-Centric Video Reconstruction for Structured Pedagogical Summarization via Dynamic Graph Planning ACL 2026 TR-EduVSum: A Turkish-Focused Dataset and Consensus Framework for Educational Video Summarization EACL 2026 Bridging Multimodal and Video Summarization: A Unified Survey EMNLP 2025 Detecting and Mitigating Challenges in Zero-Shot Video Summarization with Video LLMs ACL 2025 Enhancing Large Language Models for Scientific Multimodal Summarization with Multimodal Output COLING 2025 From Long Videos to Engaging Clips: A Human-Inspired Video Editing Framework with Multimodal Narrative Understanding EMNLP 2025 Integrating Video and Text: A Balanced Approach to Multimodal Summary Generation and Evaluation IJCNLP 2025 QEVA: A Reference-Free Evaluation Metric for Narrative Video Summarization with Multimodal Question Answering EMNLP 2025 Shot2Story: A New Benchmark for Comprehensive Understanding of Multi-shot Videos ICLR 2025 SummDiff: Generative Modeling of Video Summarization with Diffusion ICCV 2025 V2Xum-LLM: Cross-Modal Video Summarization with Temporal Prompt Instruction Tuning AAAI 2025 Video Repurposing from User Generated Content: A Large-scale Dataset and Benchmark AAAI 2025 Video Summarization Using Denoising Diffusion Probabilistic Model AAAI 2025 Video Summarization with Large Language Models CVPR 2025 What Is That Talk About? A Video-to-Text Summarization Dataset for Scientific Presentations ACL 2025 Artificial Intelligence-Driven Video Indexing for Rapid Surveillance Footage Summarization and Review IJCAI 2024 Contextual Correspondence Matters: Bidirectional Graph Matching for Video Summarization ECCV 2024 CSTA: CNN-based Spatiotemporal Attention for Video Summarization CVPR 2024 DeVAn: Dense Video Annotation for Video-Language Models ACL 2024 LLMs and NLP for Generalized Learning in AI-Enhanced Educational Videos and Powering Curated Videos with Generative Intelligence EMNLP 2024 MMSum: A Dataset for Multimodal Summarization and Thumbnail Generation of Videos CVPR 2024 Previously on ... From Recaps to Story Summarization CVPR 2024 Scaling Up Video Summarization Pretraining with Large Language Models CVPR 2024