On a 31-neonate NICU dataset, a lightweight CNN (N-CNN) and VGG16 both reached 96.77% accuracy and 0.94 AUC for classifying pain versus no-pain from cry spectrograms.
Devel- opmental changes in pain expression in premature, full-term, two-and four-month-old infants,
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Harnessing the Power of Deep Learning Methods in Healthcare: Neonatal Pain Assessment from Crying Sound
On a 31-neonate NICU dataset, a lightweight CNN (N-CNN) and VGG16 both reached 96.77% accuracy and 0.94 AUC for classifying pain versus no-pain from cry spectrograms.