frame sampling

Failures to Surface Harmful Contents in Video Large Language Models AAAI 2026 MaxInfo: A Training-Free Key-Frame Selection Method Using Maximum Volume for Enhanced Video Understanding WACV 2026 Select Less, Reason More: Prioritizing Evidence Purity for Video Reasoning CVPR 2026 Too Many Frames, Not All Useful: Efficient Strategies for Long-Form Video QA EACL 2026 VideoITG: Multimodal Video Understanding with Instructed Temporal Grounding CVPR 2026 AutoSSVH: Exploring Automated Frame Sampling for Efficient Self-Supervised Video Hashing CVPR 2025 BOLT: Boost Large Vision-Language Model Without Training for Long-form Video Understanding CVPR 2025 Efficient Motion-Aware Video MLLM CVPR 2025 Generative Frame Sampler for Long Video Understanding ACL 2025 HierarQ: Task-Aware Hierarchical Q-Former for Enhanced Video Understanding CVPR 2025 ActionAtlas: A VideoQA Benchmark for Domain-specialized Action Recognition NeurIPS 2024 MITFAS: Mutual Information Based Temporal Feature Alignment and Sampling for Aerial Video Action Recognition WACV 2024 Self-Adaptive Sampling for Accurate Video Question Answering on Image Text Models NAACL 2024 Heterogeneous Diversity Driven Active Learning for Multi-Object Tracking ICCV 2023 Contrastive Video-Language Learning with Fine-grained Frame Sampling AACL 2022 Flexible Diffusion Modeling of Long Videos NeurIPS 2022 Look More but Care Less in Video Recognition NeurIPS 2022 OCSampler: Compressing Videos to One Clip With Single-Step Sampling CVPR 2022 Rethinking the Video Sampling and Reasoning Strategies for Temporal Sentence Grounding EMNLP 2022 MGSampler: An Explainable Sampling Strategy for Video Action Recognition ICCV 2021 No Frame Left Behind: Full Video Action Recognition CVPR 2021 VideoLT: Large-Scale Long-Tailed Video Recognition ICCV 2021 Attention-Aware Sampling via Deep Reinforcement Learning for Action Recognition AAAI 2019 Efficient Video Classification Using Fewer Frames CVPR 2019 Multi-Agent Reinforcement Learning Based Frame Sampling for Effective Untrimmed Video Recognition ICCV 2019