Innovative strategies for early autism diagnosis: active learning and domain adaptation optimization

• Main Authors: Alam, Mohammad Shafiul, Elsheikh, Elfatih A. A., Suliman, F. M., Rashid, Muhammad Mahbubur, Faizabadi, Ahmed Rimaz
• Format: Article
• Language: English
• Published: Multidisciplinary Digital Publishing Institute 2024
• Subjects: T11.95 Industrial directories
• Online Access: http://irep.iium.edu.my/111422/7/111422_Innovative%20strategies%20for%20early%20autism%20diagnosis.pdf; http://irep.iium.edu.my/111422/; https://www.mdpi.com/2075-4418/14/6/629/pdf?version=1710569420; https://doi.org/10.3390/ diagnostics14060629

The early diagnosis of autism spectrum disorder (ASD) encounters challenges stemming from domain variations in facial image datasets. This study investigates the potential of active learning, particularly uncertainty-based sampling, for domain adaptation in early ASD diagnosis. Our focus is on impro...