The role of each module for the overall framework (%). To evaluate the necessity of each module, the segmentation results improved with the addition of each module, and the complete method achieved the best results.

The role of each module for the overall framework (%). To evaluate the necessity of each module, the segmentation results improved with the addition of each module, and the complete method achieved the best results.

<p>The role of each module for the overall framework (%). To evaluate the necessity of each module, the segmentation results improved with the addition of each module, and the complete method achieved the best results.</p>

محفوظ في:
التفاصيل البيبلوغرافية
المؤلف الرئيسي: Kerang Cao (21602045) (author)
مؤلفون آخرون: Miao Zhao (527763) (author), Minghui Geng (21602048) (author), Shuai Zheng (482786) (author), Hoekyung Jung (21602051) (author)
منشور في: 2025
الموضوعات:
Biotechnology
Space Science
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Information Systems not elsewhere classified
unlike conventional methods
reducing model size
reduce computational overhead
large model sizes
experimental results reveal
effectively capture multi
combine binary cross
cardiac function assessments
cardiac function assessment
address gradient issues
proposed model introduces
dice loss functions
enhance feature selectivity
simple attention module
paper introduces
dice coefficient
attention module
attention mechanism
xlink ">
video data
stabilize training
scale features
optimized unet
minimize redundancy
lightweight simam
imprecise segmentation
expert annotations
efficient solution
dynamic dataset
automated diagnosis
also provide
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الوصف
الملخص:<p>The role of each module for the overall framework (%). To evaluate the necessity of each module, the segmentation results improved with the addition of each module, and the complete method achieved the best results.</p>

مواد مشابهة