5 papers · 1 filter
See More, Store Less: Memory-Efficient Resolution for Video Moment Retrieval
Mingyu Jeon, Sungjin Han, Jinkwon Hwang +3
Recent advances in Multimodal Large Language Models (MLLMs) have improved image recognition and reasoning, but video-related tasks remain challenging due to memory constraints from…
GranAlign: Granularity-Aware Alignment Framework for Zero-Shot Video Moment Retrieval
Mingyu Jeon, Sunjae Yoon, Jonghee Kim +1
Zero-shot video moment retrieval (ZVMR) is the task of localizing a temporal moment within an untrimmed video using a natural language query without relying on task-specific traini…
Point to Span: Zero-Shot Moment Retrieval for Navigating Unseen Hour-Long Videos
Mingyu Jeon, Jisoo Yang, Sungjin Han +4
Zero-shot Long Video Moment Retrieval (ZLVMR) is the task of identifying temporal segments in hour-long videos using a natural language query without task-specific training. The co…
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…
CHIMERA: Adaptive Cache Injection and Semantic Anchor Prompting for Zero-shot Image Morphing with Morphing-oriented Metrics
Dahyeon Kye, Jeahun Sung, Minkyu Jeon +1
Recent diffusion-based image morphing methods typically interpolate inverted latents and reuse limited conditioning signals, which often yields unstable intermediates for heterogen…