A Lightweight Neural Network for Cell Segmentation Based on Attention Enhancement

A Lightweight Neural Network for Cell Segmentation Based on Attention Enhancement

Deep neural networks have made significant strides in medical image segmentation tasks, but their large-scale parameters and high computational complexity limit their applicability on resource-constrained edge devices. To address this challenge, this paper introduces a lightweight nuclear segmentati...

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Bibliographic Details
Main Authors: Shuang Xia, Qian Sun, Yiheng Zhou, Zhaoyuxuan Wang, Chaoxing You, Kainan Ma, Ming Liu
Format: Article
Language:English
Published: MDPI AG 2025-04-01
Series:Information
Subjects:
attention mechanism
lightweight networks
medical image segmentation
deep learning
Online Access:https://www.mdpi.com/2078-2489/16/4/295
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