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cs.CV2026★ 1 cited
QEVA: A Reference-Free Evaluation Metric for Narrative Video Summarization with Multimodal Question Answering
Woojun Jung, Junyeong Kim
Video-to-text summarization remains underexplored in terms of comprehensive evaluation methods. Traditional n-gram overlap-based metrics and recent large language model (LLM)-based…
cs.CV2026
Visual Funnel: Resolving Contextual Blindness in Multimodal Large Language Models
Woojun Jung, Jaehoon Go, Mingyu Jeon +2
Multimodal Large Language Models (MLLMs) demonstrate impressive reasoning capabilities, but often fail to perceive fine-grained visual details, limiting their applicability in prec…