IAP-TransUNet: integration of the attention mechanism and pyramid pooling for medical image segmentation

The experimental results demonstrate that the proposed network has improved the effectiveness and shows strong performance on both CT and MRI data, which suggests its potential for generalization across different medical imaging modalities.

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Publication Details

Journal
Frontiers in Neurorobotics
Published
2025-12-01
DOI
https://doi.org/10.3389/fnbot.2025.1706626
Primary Topic
Advanced Neural Network Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

IAP-TransUNet: integration of the attention mechanism and pyramid pooling for medical image segmentation

Shuting Zhao, Hongmeng Yu, Xinrong Chen, Yang Shi et al.
Frontiers in Neurorobotics
Advanced Neural Network Applications
article

IAP-TransUNet: integration of the attention mechanism and pyramid pooling for medical image segmentation

Shuting Zhao, Hongmeng Yu, Xinrong Chen, Yang Shi, Fang Li, Quan Liu
article en

Abstract

The experimental results demonstrate that the proposed network has improved the effectiveness and shows strong performance on both CT and MRI data, which suggests its potential for generalization across different medical imaging modalities.

Frontiers in NeuroroboticsVol. 19
Shanghai University of Electric Power (CN), Fudan University (CN), Eye & ENT Hospital of Fudan University (CN)
Openalex Percentile: Top 61%
Advanced Neural Network Applications
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