Advancing semantic segmentation: Enhanced UNet algorithm with attention mechanism and deformable convolution.

Advancing semantic segmentation: Enhanced UNet algorithm with attention mechanism and deformable convolution.

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This paper presents a novel method for improving semantic segmentation performance in computer vision tasks. Our approach utilizes an enhanced UNet architecture that leverages an improved ResNet50 backbone. We replace the last layer of ResNet50 with deformable convolution to enhance feature represen...

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Bibliographic Details
Main Authors: Effat Sahragard, Hassan Farsi, Sajad Mohamadzadeh
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2025-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0305561
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