Multi-target deep neural networks: Theoretical analysis and implementation

• Main Authors: ZENG, Zeng, LIANG, Nanying, YANG, Xulei, HOI, Steven C. H.
• 格式: text
• 語言: English
• 出版: Institutional Knowledge at Singapore Management University 2018
• 主題: Object detection; Segmentation; Learning path; Multi-target deep learning; Deep neural networks; Databases and Information Systems; OS and Networks
• 在線閱讀: https://ink.library.smu.edu.sg/sis_research/4187
• 機構: Singapore Management University

In this work, we propose a novel deep neural network referred to as Multi-Target Deep Neural Network (MT-DNN). We theoretically prove that different stable target models with shared learning paths are stable and can achieve optimal solutions respectively. Based on GoogleNet, we design a single model...