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20242026
most citedVideo Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding

19 citations · 35 across the 13 of their papers we have counts for

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cs.CV2026

Towards Multimodal Lifelong Understanding: A Dataset and Agentic Baseline

Guo Chen, Lidong Lu, Yicheng Liu +17

While datasets for video understanding have scaled to hour-long durations, they typically consist of densely concatenated clips that differ from natural, unscripted daily life. To…

cs.CV2025

EgoThinker: Unveiling Egocentric Reasoning with Spatio-Temporal CoT

Baoqi Pei, Yifei Huang, Jilan Xu +5

Egocentric video reasoning centers on an unobservable agent behind the camera who dynamically shapes the environment, requiring inference of hidden intentions and recognition of fi…

cs.CV2025

EgoExoBench: A Benchmark for First- and Third-person View Video Understanding in MLLMs

Yuping He, Yifei Huang, Guo Chen +4

Transferring and integrating knowledge across first-person (egocentric) and third-person (exocentric) viewpoints is intrinsic to human intelligence, enabling humans to learn from o…

cs.CV2025

Bridging Perspectives: A Survey on Cross-view Collaborative Intelligence with Egocentric-Exocentric Vision

Yuping He, Yifei Huang, Guo Chen +5

Perceiving the world from both egocentric (first-person) and exocentric (third-person) perspectives is fundamental to human cognition, enabling rich and complementary understanding…

cs.CV2025

EgoExo-Gen: Ego-centric Video Prediction by Watching Exo-centric Videos

Jilan Xu, Yifei Huang, Baoqi Pei +6

Generating videos in the first-person perspective has broad application prospects in the field of augmented reality and embodied intelligence. In this work, we explore the cross-vi…

cs.CV2025

An Egocentric Vision-Language Model based Portable Real-time Smart Assistant

Yifei Huang, Jilan Xu, Baoqi Pei +16

We present Vinci, a vision-language system designed to provide real-time, comprehensive AI assistance on portable devices. At its core, Vinci leverages EgoVideo-VL, a novel model t…