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A Unified Loss for Handling Inter-Class and Intra-Class Imbalance in Medical Image Segmentation

Proceedings of the AAAI Conference on Artificial Intelligence
In utilizing deep learning techniques for medical image segmentation, two types of imbalance issues are observed: inter-class imbalance between majority and minority classes and intra-class imbalance between easy and hard samples. However, existing loss functions typically confuse these issues, leading to enhancements that cater to only one aspect ...
Feilong Xu   +3 more
openaire   +1 more source

Inter-Class and Intra-Class Re-Weighting for Topological-Imbalance Graph Neural Networks

IEEE Transactions on Emerging Topics in Computational Intelligence
Gen Liu 0001   +5 more
openaire   +1 more source

Tackling Inter-class Similarity and Intra-class Variance for Microscopic Image-Based Classification

Lecture Notes in Computer Science, 2021
Philippe Usseglio-Polatera   +2 more
exaly  

A Unified Loss Function to Tackle Inter-Class and Intra-Class Data Imbalance in Sound Event Detection

ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
Yuliang Zhang   +2 more
openaire   +1 more source

Multi-Metric Adaptive Loss(MMAL) Function for Optimizing Inter-Class and Intra-Class Imbalance in Medical Image Segmentation

2026 2nd International Conference on Cognitive Computing in Engineering, Communications, Sciences and Biomedical Health Informatics (IC3ECSBHI)
Pankaj Rahi, Amanpreet Singh
openaire   +1 more source

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