Multi-view cognition with path search for one-shot part labeling

Shaowei Wang, Lingling Zhang, Tao Qin, Jun Liu, Yifei Li, Qianying Wang, Qinghua Zheng

Abstract: Highlights•We introduce the Automated Search Multi-view Matching Network for one-shot part labeling task.•We define the three-view information interaction operations that simulate human cognitive methods.•We propose the learning path search technique to improve the generalization of the model.•Our experimental results achieve the new state-of-the-art performances on three challenging subtasks.