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Changwon Lim

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Preprint Aug 2026

SAM2Dual: Training-Free, Dual Memory for Long-Term Video Object Segmentation

SAM2Dual is proposed, a training-free, plug-and-play inference-time enhancement that improves long-video robustness without updating model weights and Text-Aware Memory is presented, which extracts a compact word-level cue from early frames and uses text embeddings to reweight memory contributions based on semantic compatibility.

J. Kim, Changwon Lim · 0 citations
Preprint Aug 2026

Towards Clinically Faithful Medical Image Captioning via Enhanced Vision-Language Alignment

A framework that strengthens clinical alignment by separating and enhancing training-time alignment and inference-time alignment is proposed and experiments show that complementary visual representations with a multi-encoder design and concept-level auxiliary learning help preserve clinically meaningful information.

Yunseo Lee, Hyun Jun Kim, Heeseung Shin et al. · 0 citations

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