Efficiency metrics for different models.

Efficiency metrics for different models.

<div><p>Purpose</p><p>Using computer-aided design (CAD) systems, this research endeavors to enhance breast cancer segmentation by addressing data insufficiency and data complexity during model training. As perceived by computer vision models, the inherent symmetry and complex...

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Bibliographic Details
Main Author: Mudassar Ali (12043038) (author)
Other Authors: Tong Wu (572032) (author), Haoji Hu (19775607) (author), Tariq Mahmood (481039) (author)
Published: 2024
Subjects:
Biotechnology
Cancer
Plasma Physics
Space Science
Biological Sciences not elsewhere classified
Information Systems not elsewhere classified
novel loss function
neural cellular automata
computer vision models
breast cancer detection
combines segmentation losses
breast tumor segmentation
addressing data insufficiency
improved computational efficiency
enough training data
nca ), resulting
improves training efficiency
shape guided segmentation
guided segmentation
computational efficiency
complex data
model training
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treatment methods
study introduces
study aims
significant improvements
research proposes
research endeavors
medical imaging
initialization phase
inherent symmetry
improves performance
hybrid approach
data complexity
convolutional layers
combining shape
aided design
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