Cross-Dataset Learning for Age Estimation

• Published in: IEEE access Vol. 10; pp. 24048 - 24055
• Main Authors: Zhang, Beichen, Bao, Yue
• Format: Journal Article
• Language: English
• Published: Piscataway IEEE 2022; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Age; Age estimation; Artificial neural networks; Chronology; Classification; Computer vision; Convolutional neural networks; cross-dataset training; Data models; Datasets; deep learning; Estimation; Face recognition; Faces; Image quality; Learning; Multimedia; Neural networks; Task analysis; Teaching methods; Training

Age estimation from a single human face image has been an important yet challenging task in computer vision and multimedia. Due to the large individual differences in human faces, including the differences in races and genders, the performance of a learning model depends largely on training data. Th...