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Deep Learning-Based Instance Segmentation: A Comprehensive Review of Algorithms, Challenges, and Future Directions

Published Online: 2026-04-01

Published Print: 2026-04

Authors

Lou, Jiacheng

Shavetov, Sergei

Wen, Xuecheng

Li, Zhidong

Zhang, Xiang

Yuan, Chunhong
License Information

Text and Data Mining valid from 2026-04-01

Version of Record valid from 2026-04-01
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Article History

Received: 5 January 2026

Accepted: 3 March 2026

First Online: 1 April 2026

Declarations

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: The authors declare no conflict of interest.

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