Top-3 video-to-text retrieval results on CityFlow-NL dataset.

<p>The four images from left to right represent snapshots of the vehicle trajectory over time, corresponding to the text description.</p>

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Bibliographic Details
Main Author:	Changhao Zhang (547149) (author)
Other Authors:	Zhandong Liu (516336) (author), Ke Li (106849) (author), Yong Li (15029) (author), Xiangwei Qi (22032822) (author), Nan Ding (710349) (author)
Published:	2025
Subjects:	Ecology Science Policy Biological Sciences not elsewhere classified Information Systems not elsewhere classified test data set significantly enhanced image retrieving tracked vehicles natural language descriptions mean reciprocal ranking eliminate erroneous information camera surveillance scenarios video retrieval capabilities modal vehicle retrieval modal retrieval framework matching control system div >< p mvr system integrates view retrieval system designed mvr system utilizes clip traffic environments th </ recent advances ranked result processing techniques previous top paper introduces method achieves feature extraction contrastive learning based attributes
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