107586 Guide

: Real-world data is often imbalanced; a few "head" categories have many samples, while "tail" categories have very few, leading AI models to ignore rare but important data.

Another significant deep article with this ID, found in the journal Neural Networks (Volume 163, 2025), addresses a fundamental problem in Artificial Intelligence: . 107586

: To automatically detect defects and classify fetal nasal bone ultrasound images. The nasal bone is a critical marker for screening chromosomal abnormalities like Down syndrome. : Real-world data is often imbalanced; a few

: Unlike traditional methods that just count the number of samples, this approach adjusts the model's focus based on the "richness" of the data. It has shown significant performance boosts on standard datasets like CIFAR-100 and ImageNet-LT. 3. Psychological Intervention in Schizophrenia : Real-world data is often imbalanced