See clearly in the distance : representation learning GAN for low resolution object recognition

• Main Authors: Xi, Yue, Zheng, Jiangbin, Jia, Wenjing, He, Xiangjian, Li, Hanhui, Ren, Zhuqiang, Lam, Kin-Man
• Other Authors: Institute for Media Innovation (IMI)
• Format: Article
• Language: English
• Published: 2020
• Subjects: Engineering::Computer science and engineering; Generative Adversarial Networks; Low Resolution Object Recognition
• Online Access: https://hdl.handle.net/10356/145616
• Institution: Nanyang Technological University

Identifying tiny objects with extremely low resolution is generally considered a very challenging task even for human vision, due to limited information presented inside the object areas. There have been very limited attempts in recent years to deal with low-resolution recognition. The existing solu...