Transformer with progressive sampling for medical cellular image segmentation

The convolutional neural network, as the backbone network for medical image segmentation, has shown good performance in the past years. However, its drawbacks cannot be ignored, namely, convolutional neural networks focus on local regions and are difficult to model global contextual information. For...

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Bibliographic Details
Main Authors: Shen Jiang, Jinjiang Li, Zhen Hua
Format: Article
Language:English
Published: AIMS Press 2022-08-01
Series:Mathematical Biosciences and Engineering
Subjects:
Online Access:https://www.aimspress.com/article/doi/10.3934/mbe.2022563?viewType=HTML