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A scalable deep attention mechanism of instance segmentation for the investigation of chromosome.

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第一作者： Neelam,Umbreen

第一单位： National University of Sciences and Technology (NUST), Islamabad, Pakistan. Electronic address: neelamumbreen.phd@smme.edu.pk.

作者： Neelam,Umbreen ^[1] ; Sara,Ali ^[2] ; Hasan,Sajid ^[3] ; Yasar,Ayaz ^[4] ; Shrooq,Alsenan ^[5] ; Yunyoung,Nam ^[6] ; So Yeon,Kim ^[7] ; Muhammad Baber,Sial ^[8]

作者单位： National University of Sciences and Technology (NUST), Islamabad, Pakistan. Electronic address: neelamumbreen.phd@smme.edu.pk. ^[1] National University of Sciences and Technology (NUST), Islamabad, Pakistan; Suzhou Industrial Park Monash Research Institute of Science and Technology, Suzhou 215000, China; School of Mechanical and Manufacturing Engineering (SMME) National University of Sciences and Technology (NUST) Islamabad, NUST-COVENTRY Human-Robot Interaction (NC-HRI) Laboratory, Islamabad, Pakistan; Intelligent Field Robotics Laboratory (IFRL), National Center for Artificial Intelligence (NCAI), National University of Sciences and Technology (NUST), Islamabad, Pakistan. Electronic address: sarababer@smme.nust.edu.pk. ^[2] National University of Sciences and Technology (NUST), Islamabad, Pakistan. Electronic address: hasan.sajid@smme.nust.edu.pk. ^[3] National University of Sciences and Technology (NUST), Islamabad, Pakistan; Intelligent Field Robotics Laboratory (IFRL), National Center for Artificial Intelligence (NCAI), National University of Sciences and Technology (NUST), Islamabad, Pakistan. Electronic address: yasar@smme.nust.edu.pk. ^[4] Information Systems Department, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia. Electronic address: shalsenan@pnu.edu.sa. ^[5] Department of Computer Science and Engineering, Soonchunhyang University, Asan 31538, Republic of Korea. Electronic address: ynam@sch.ac.kr. ^[6] Department of Artificial Intelligence, Ajou University, Suwon, Republic of Korea; Department of Software and Computer Engineering, Ajou University, Suwon, Republic of Korea. Electronic address: jebi1771@ajou.ac.kr. ^[7] School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China. Electronic address: babersial@buaa.edu.cn. ^[8]

关键词 Attention mechanism Biomedical imaging Chromosome segmentation Cytogenetics Instance segmentation Mask R-CNN Multi-scale feature fusion

医学主题词人类(Humans);图像处理, 计算机辅助(Image Processing, Computer-Assisted);染色体(Chromosomes);中期(Metaphase)

DOI 10.1016/j.slast.2025.100306

PMID 40360085

发布时间 2025-08-07

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