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Kai-Jie Xiao

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Open access Sep 2026

UniOVA: Universal On-demand Video Analytics with Edge-Cloud Collaborative Multimodal LLM

Video analytics is ubiquitous in modern society, and the emergence of Multimodal Large Language Models (MLLMs) has made its application even more extensive. A common way to support MLLM-based video analytics is to continuously stream video to the cloud and then extracts visual features and samples frames for analysis....

Kai-Jie Xiao, Yi Gao, Wei Dong · 0 citations

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