Beyond Scalar Neuron: Adopting Vector-Neuron Capsules for Long-Term Person Re-Identification

• Published in: IEEE transactions on circuits and systems for video technology Vol. 30; no. 10; pp. 3459 - 3471
• Main Authors: Huang, Yan, Xu, Jingsong, Wu, Qiang, Zhong, Yi, Zhang, Peng, Zhang, Zhaoxiang
• Format: Journal Article
• Language: English
• Published: New York IEEE 01.10.2020; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Cameras; Cloth; cloth change; Datasets; Face; Image acquisition; Internet; Lighting; long-term scenario; Neurons; Person re-identification; Security; Surveillance; vector-neuron capsules

Current person re-identification (re-ID) works mainly focus on the short-term scenario where a person is less likely to change clothes. However, in the long-term re-ID scenario, a person has a great chance to change clothes. A sophisticated re-ID system should take such changes into account. To faci...