Multi-Task CNN Model for Attribute Prediction

• Main Authors: Abdulnabi, Abrar H., Wang, Gang, Lu, Jiwen, Jia, Kui
• Other Authors: School of Electrical and Electronic Engineering
• Format: Article
• Language: English
• Published: 2016
• Subjects: Deep CNN; Latent tasks matrix; Multi-task learning; Semantic attributes
• Online Access: https://hdl.handle.net/10356/82925; http://hdl.handle.net/10220/40352
• Institution: Nanyang Technological University

This paper proposes a joint multi-task learning algorithm to better predict attributes in images using deep convolutional neural networks (CNN). We consider learning binary semantic attributes through a multi-task CNN model, where each CNN will predict one binary attribute. The multitask learni...