Omnia de EgoTempo: Benchmarking Temporal Understanding of Multi-Modal LLMs in Egocentric Videos
Chiara Plizzari, Alessio Tonioni, Yongqin Xian, Achin Kulshrestha, Federico Tombari
2025年份
13顶会引用
摘要
Our dataset: EgoTempo Free-form Video Q&A Temporal Event Ordering Q: What does the person do after draining the excess water? Object Counting Q: What is the sequence of actions the person performs with the mug? Multi-Modal LLMs Temporal Understanding Limitations of previous egocentric VideoQA datasets Single-frame Understanding Commonsense Reasoning Q: What is the main purpose of using aluminum foil? Q: What is the status of the microwave before the user gets something from it? Action Sequence Q: How many oranges does the person pick from the tree?
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引用它的顶会 Paper13
- Flattery in Motion: Benchmarking and Analyzing Sycophancy in Video-LLMsWenrui Zhou, Mohamed Hendy, Shu Yang, Qingsong Yang 等ACL 2026 · 被引用 21 次
- EgoNight: Towards Egocentric Vision Understanding at Night with a Challenging BenchmarkDeheng Zhang, Yuqian Fu, Runyi Yang, Yang Miao 等ICLR 2026 · 被引用 19 次
- SAVVY: Spatial Awareness via Audio-Visual LLMs through Seeing and HearingMingfei Chen, Zijun Cui, Xiulong Liu, Jinlin Xiang 等NeurIPS 2025 · 被引用 18 次
- EgoCross: Benchmarking Multimodal Large Language Models for Cross-Domain Egocentric Video Question AnsweringYanjun Li, Yuqian Fu, Tianwen Qian, Qi'ao Xu 等AAAI 2026 · 被引用 14 次
- CLiViS: Unleashing Cognitive Map through Linguistic-Visual Synergy for Embodied Visual ReasoningKailing Li, Qi'ao Xu, Tianwen Qian, Yuqian Fu 等CVPR 2026 · 被引用 12 次
它引用的顶会 Paper18
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