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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Qi-Yu Lei

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Review Open access Sep 2026

A Survey of Multi-Model Collaboration in Video Understanding

The rapid development of multimodal foundation models has shifted video understanding from perception-centered recognition toward more general semantic interpretation, reasoning, and decision-making over dynamic visual content. As video understanding tasks increasingly require fine-grained perception, long-range tempor...

Yi Chen, Jian-Wei Zhang, Lei Zhang et al. · 0 citations
Jul 2026

Handwritten and Printed Text Segmentation via Region-Aware Human-Writing Descriptor Engineering

A lightweight framework optimized for efficient performance on devices with severely limited computational capacity, aimed at extracting coherent sentence-level segments from document images and demonstrating strong classification performance for distinguishing handwritten and printed sentence-level text images.

Zhi-Xian Lu, Jianwei Zhang, Lei Zhang et al. · 0 citations

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