10 citations · 10 across the 1 of their papers we have counts for
3 papers
cs.CV2021★ 10 cited
M2IOSR: Maximal Mutual Information Open Set Recognition
Xin Sun, Henghui Ding, Chi Zhang +2
In this work, we aim to address the challenging task of open set recognition (OSR). Many recent OSR methods rely on auto-encoders to extract class-specific features by a reconstruc…
cs.CV2020
Open Set Recognition with Conditional Probabilistic Generative Models
Xin Sun, Chi Zhang, Guosheng Lin +1
Deep neural networks have made breakthroughs in a wide range of visual understanding tasks. A typical challenge that hinders their real-world applications is that unknown samples m…
cs.LG2020
Conditional Gaussian Distribution Learning for Open Set Recognition
Xin Sun, Zhenning Yang, Chi Zhang +2
Deep neural networks have achieved state-of-the-art performance in a wide range of recognition/classification tasks. However, when applying deep learning to real-world applications…