3 papers
cs.MM2026
Stage-Adaptive Reliability Modeling for Continuous Valence-Arousal Estimation
Yubeen Lee, Sangeun Lee, Junyeop Cha +1
Continuous valence-arousal estimation in real-world environments is challenging due to inconsistent modality reliability and interaction-dependent variability in audio-visual signa…
cs.CV2025
Instance-Aware Test-Time Segmentation for Continual Domain Shifts
Seunghwan Lee, Inyoung Jung, Hojoon Lee +2
Continual Test-Time Adaptation (CTTA) enables pre-trained models to adapt to continuously evolving domains. Existing methods have improved robustness but typically rely on fixed or…
cs.MM2025
EmoVLM-KD: Fusing Distilled Expertise with Vision-Language Models for Visual Emotion Analysis
SangEun Lee, Yubeen Lee, Eunil Park
Visual emotion analysis, which has gained considerable attention in the field of affective computing, aims to predict the dominant emotions conveyed by an image. Despite advancemen…