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JinYi Yoon

4 accepted papers

2026

EyeCue: Driver Cognitive Distraction Detection via Gaze-Empowered Egocentric Video Understanding

IJCAI 2026

Driver cognitive distraction is a major cause of road collisions and remains difficult to detect. Unlike manual or visual distraction, cognitive distraction is diverted by thoughts unrelated to driving, even when the driver appears visually attentive and exhibits no explicit physical movements. In t

Cited by 0Scholar
2025

HiRED: Attention-Guided Token Dropping for Efficient Inference of High-Resolution Vision-Language Models

AAAI 2025technical

High-resolution Vision-Language Models (VLMs) are widely used in multimodal tasks to enhance accuracy by preserving detailed image information. However, these models often generate an excessive number of visual tokens due to the need to encode multiple partitions of a high-resolution image input. Pr…

2024

Pick-a-back: Selective Device-to-Device Knowledge Transfer in Federated Continual Learning

ECCV 2024poster

"With the explosion of edge intelligence, leveraging federated indirect knowledge has become crucial for boosting the tasks of individual learners. However, the conventional approach to knowledge reuse often leads to catastrophic forgetting issues. In this paper, we revisit the concept of continual…