Composed query image retrieval based on triangle area triple loss function and combining CNN with transformer

Abstract The existing typical combined query image retrieval methods adopt Euclidean distance as sample distance measurement method, and the model trained by triple loss function blindly pursues absolute distance between samples, resulting in unsatisfactory image retrieval performance. Meanwhile, th...

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Bibliographic Details
Main Authors: Zhiwei Zhang, Liejun Wang, Shuli Cheng
Format: Article
Language:English
Published: Nature Portfolio 2022-12-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-022-25340-w