Author

Sangmin Kim

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Open access Aug 2026

ISER: Instance-Specific Early Stopping with Dynamic Low-Rank Adaptation for Learned Image Compression

Image compression has evolved from human-centric perceptual coding toward support for diverse machine vision applications, requiring modern codecs to serve both human viewing and downstream tasks in closed-set settings (where target tasks are incorporated during training) and open-set settings (where previously unseen...

Unki Park, Seongmoon Jeong, Sangmin Kim et al. · Electronics · 0 citations

Open access Aug 2026

ATRACT: Direct Anticipatory Collision–Risk Estimation for Pre-Onset Detection in Dense AIS Traffic

The third route with the Anticipatory TRAffic-context Collision–risk Transformer (ATRACT), which estimates the maximum near-future fuzzy Collision Risk Index (CRI) directly from own-ship kinematic and collision-geometry histories without trajectory rollout, is evaluated.

Daekyeong Park, Seunghun Lee, Sangmin Kim · Electronics · 0 citations