IEEE

Label Dependency Aware Loss for Reliable Multi-Label Medical Image Classification

Abstract: A key challenge in multi-label classification is to model the dependencies between the labels while ensuring proper calibration, as the assumption of label independence often results in ...
IEEE

Mitigating Class Imbalance in Colorectal Histopathological Image Classification Using Data Synthesis and Adaptive Loss

Abstract: Histopathological image classification in colorectal cancer (CRC) is hindered by class imbalance, where limited data for some classes and overlapping features lead to degraded performance.
Frontiers

Correction: An improved contrastive learning loss function for automated clock-drawing test grading with implications for cognitive impairment screening

Authors Ning Liu, Xinhai Liao, Bokai Rong were erroneously assigned to affiliation School of Science, Zhejiang University of Science and Technology, Hangzhou, China. This affiliation has now been ...
Becker's Hospital Review

Providence narrows operating loss to $486M in 2025

Renton, Wash.-based Providence recorded an operating loss of $486 million (-1.7% operating margin) in 2025, an improvement from an operating loss of $546 million (-1.9% margin) in 2024, according to ...