most citedFrom Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models

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cs.CV2026

V-Zero: Answer-Label-Free On-Policy Distillation with Contrastive Evidence Gating for Fine-Grained Visual Reasoning

Haoxiang Sun, Zhihang Yi, Langxuan Deng +6

Fine-grained visual reasoning requires multimodal large language models (MLLMs) to identify task-relevant visual evidence and ground their reasoning in local image regions. Existin…

cs.CV2026

Adaptive Image Zoom-in with Bounding Box Transformation for UAV Object Detection

Tao Wang, Chenyu Lin, Chenwei Tang +5

Detecting objects from UAV-captured images is challenging due to the small object size. In this work, a simple and efficient adaptive zoom-in framework is explored for object detec…

cs.CV2026

Multimodal Information Fusion for Chart Understanding: A Survey of MLLMs -- Evolution, Limitations, and Cognitive Enhancement

Zhihang Yi, Jian Zhao, Jiancheng Lv +1

Chart understanding is a quintessential information fusion task, requiring the seamless integration of graphical and textual data to extract meaning. The advent of Multimodal Large…