Enhanced boundary perception and streamlined instance segmentation

Enhanced boundary perception and streamlined instance segmentation

Abstract Instance segmentation is a crucial task in computer vision that aims to simultaneously identify and segment individual objects within images. While existing approaches such as Mask R-CNN have shown promise, they often struggle with accurate boundary detection, especially for complex objects...

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Bibliographic Details
Main Authors: Junyong Shi, Guangzhi Chen, Yu Chen
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Instance segmentation
ResNet-50
Transformer
Interactive information exchange
Map exponent
Online Access:https://doi.org/10.1038/s41598-025-09139-z
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