Zero-Shot Recognition via Semantic Embeddings and Knowledge Graphs

• Published in: 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition pp. 6857 - 6866
• Main Authors: Wang, Xiaolong, Ye, Yufei, Gupta, Abhinav
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.06.2018
• Subjects: Animals; Pattern recognition; Semantics; Symmetric matrices; Task analysis; Training; Visualization

We consider the problem of zero-shot recognition: learning a visual classifier for a category with zero training examples, just using the word embedding of the category and its relationship to other categories, which visual data are provided. The key to dealing with the unfamiliar or novel category...