temporal understanding

4D-RGPT: Toward Region-level 4D Understanding via Perceptual Distillation CVPR 2026 Causality Matters: How Temporal Information Emerges in Video Language Models AAAI 2026 Seeing the Scene Matters: Revealing Forgetting in Video Understanding Models with a Scene-Aware Long-Video Benchmark CVPR 2026 TEMPLE: Incentivizing Temporal Understanding of Video Large Language Models via Progressive Pre-SFT Alignment AAAI 2026 Temporal Object Captioning for Street Scene Videos from LiDAR Tracks WACV 2026 TimeRes: A Turkish Benchmark For Evaluating Temporal Understanding of Large Language Models EACL 2026 TIME: Temporal-Sensitive Multi-Dimensional Instruction Tuning and Robust Benchmarking for Video-LLMs AAAI 2026 4D-Bench: Benchmarking Multi-modal Large Language Models for 4D Object Understanding ICCV 2025 HyperSeg: Hybrid Segmentation Assistant with Fine-grained Visual Perceiver CVPR 2025 MHBench: Demystifying Motion Hallucination in VideoLLMs AAAI 2025 Omnia de EgoTempo: Benchmarking Temporal Understanding of Multi-Modal LLMs in Egocentric Videos CVPR 2025 TUNA: Comprehensive Fine-grained Temporal Understanding Evaluation on Dense Dynamic Videos ACL 2025 MVBench: A Comprehensive Multi-modal Video Understanding Benchmark CVPR 2024 SlowFocus: Enhancing Fine-grained Temporal Understanding in Video LLM NeurIPS 2024 EgoSchema: A Diagnostic Benchmark for Very Long-form Video Language Understanding NeurIPS 2023 Test of Time: Instilling Video-Language Models With a Sense of Time CVPR 2023 Revisiting the "Video" in Video-Language Understanding CVPR 2022 Machine Reading of Historical Events ACL 2020