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long-form video

25 papers

Papers

GIFT: Global Irreplaceability Frame Targeting for Efficient Video Understanding CVPR 2026 LoL: Longer than Longer, Scaling Video Generation to Hour CVPR 2026 MS-Temba: Multi-Scale Temporal Mamba for Understanding Long Untrimmed Videos CVPR 2026 Too Many Frames, Not All Useful: Efficient Strategies for Long-Form Video QA EACL 2026 BIMBA: Selective-Scan Compression for Long-Range Video Question Answering CVPR 2025 BOLT: Boost Large Vision-Language Model Without Training for Long-form Video Understanding CVPR 2025 InfiniBench: A Benchmark for Large Multi-Modal Models in Long-Form Movies and TV Shows EMNLP 2025 Language Repository for Long Video Understanding ACL 2025 Re-thinking Temporal Search for Long-Form Video Understanding CVPR 2025 SALOVA: Segment-Augmented Long Video Assistant for Targeted Retrieval and Routing in Long-Form Video Analysis CVPR 2025 VideoTree: Adaptive Tree-based Video Representation for LLM Reasoning on Long Videos CVPR 2025 X-LeBench: A Benchmark for Extremely Long Egocentric Video Understanding EMNLP 2025 MiraData: A Large-Scale Video Dataset with Long Durations and Structured Captions NeurIPS 2024 MM-Narrator: Narrating Long-form Videos with Multimodal In-Context Learning CVPR 2024 Video Token Merging for Long Video Understanding NeurIPS 2024 EgoSchema: A Diagnostic Benchmark for Very Long-form Video Language Understanding NeurIPS 2023 Localizing Moments in Long Video Via Multimodal Guidance ICCV 2023 LOGO: A Long-Form Video Dataset for Group Action Quality Assessment CVPR 2023 MIST: Multi-Modal Iterative Spatial-Temporal Transformer for Long-Form Video Question Answering CVPR 2023 Selective Structured State-Spaces for Long-Form Video Understanding CVPR 2023 TESTA: Temporal-Spatial Token Aggregation for Long-form Video-Language Understanding EMNLP 2023 MAD: A Scalable Dataset for Language Grounding in Videos From Movie Audio Descriptions CVPR 2022 Towards Long-Form Video Understanding CVPR 2021 Open-Ended Long-Form Video Question Answering via Hierarchical Convolutional Self-Attention Networks IJCAI 2019 Open-Ended Long-form Video Question Answering via Adaptive Hierarchical Reinforced Networks IJCAI 2018