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Hybrid encoder-decoder to preserve long-range context in brain tumor segmentation with EfficientNetB7 and a convolutional vision transformer mechanism

Crossref DOI link: https://doi.org/10.1038/s41598-026-65838-1

Published Online: 2026-09-03

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Benzorgat, Nawal

Xia, Kewen

Algabri, Malek Nasser Ali https://orcid.org/0000-0001-5245-2584
Benzorgat, Mustapha Noure Eddine

Mouhafid, Mohamed
Funding

Funding for this research was provided by:

the National Natural Science Foundation of China (No.42075129)

Hebei Province Natural Science Foundation (No. E2021202179)

Key Research and Development Project from Hebei Province (No.21351803D)

Hebei special project for key technology and product R&D (No. SJMYF2022Y06)
License Information

Text and Data Mining valid from 2026-09-03

Accepted Manuscript valid from 2026-09-03
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Article History

Received: 3 December 2025

Accepted: 4 August 2026

First Online: 3 September 2026

Declarations

Competing interests: The authors declare no competing interests.

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