3 papers
cs.CV2018
Multi-Label Zero-Shot Learning with Transfer-Aware Label Embedding Projection
Meng Ye, Yuhong Guo
Zero-shot learning transfers knowledge from seen classes to novel unseen classes to reduce human labor of labelling data for building new classifiers. Much effort on zero-shot lear…
cs.LG2018
Progressive Ensemble Networks for Zero-Shot Recognition
Meng Ye, Yuhong Guo
Despite the advancement of supervised image recognition algorithms, their dependence on the availability of labeled data and the rapid expansion of image categories raise the signi…
cs.LG2018
Deep Triplet Ranking Networks for One-Shot Recognition
Meng Ye, Yuhong Guo
Despite the breakthroughs achieved by deep learning models in conventional supervised learning scenarios, their dependence on sufficient labeled training data in each class prevent…