Deep learning for real-world object detection

• Main Author: WU, Xiongwei
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2020
• Subjects: Deep Learning; Deep Convolutional Neural Networks; Object Detection; Databases and Information Systems; Data Storage Systems
• Online Access: https://ink.library.smu.edu.sg/etd_coll/300; https://ink.library.smu.edu.sg/cgi/viewcontent.cgi?article=1300&context=etd_coll
• Institution: Singapore Management University

Despite achieving significant progresses, most existing detectors are designed to detect objects in academic contexts but consider little in real-world scenarios. In real-world applications, the scale variance of objects can be significantly higher than objects in academic contexts; In addition, exi...