Edge-Preserving Probabilistic Downsampling for Reliable Medical Segmentation in Resource-Constrained Environments

Downsampling, often necessitated due to resource constraints such as limited memory, development timelines, or the need to accelerate learning from large volumes of unlabeled medical data, results in the loss of fine-grained details, including small objects and thin class boundaries. When applied to...

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Bibliographic Details
Main Authors: Shahzad Ali, Yu Rim Lee, Soo Young Park, Won Young Tak, Soon Ki Jung
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10857274/
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