Author

Jia Li

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#human-computer interacti... Jul 2026

What to Distinguish and How? Opportunities and Challenges of Augmenting Multiple, Cluttered Objects in Complex Scenes for People with Low Vision

People with low vision (PLV) struggle to perceive complex scenes like busy kitchens and crowded streets, which contain many objects, visual clutter, and dynamic elements. Prior AR systems for low vision either enhance low-level visual features or augment task-relevant objects for single tasks in simple settings, leavin...

Yu-Heng Wu, Rui-Jia Chen, Jaewook Lee et al. · arXiv.org · 0 citations

#artificial intelligence Preprint Sep 2026

Talking to Me or Someone Else? Rethinking Talk-to-Me Detection in Egocentric Videos

This paper reformulates TTM as an online, frame-level prediction task, instead of treating TTM as a binary problem against a single negative class, and model it in the presence of diverse and previously underexplored non-TTM states, such as talking-to-others, self-talking, and background conditions.

Fei-Yu Du, Xi He, Jia Li et al. · 0 citations

Jul 2026

PerceptionBench: Evaluating Atomic Visual Perception in Multimodal Large Language Models

PerceptionBench provides a capability-level standard for measuring and diagnosing the visual perception boundaries of MLLMs, by diagnosing the earliest failure points in the responses of frontier MLLMs across 42 existing benchmarks and constructing an error taxonomy whose perception branch defines ten atomic perceptual...

Zichao Lin, Yifeng Xie, Bowen Qu et al. · arXiv.org · 2 citations