135 citations · 572 across the 19 of their papers we have counts for
4 papers · 1 filter
Learning manifold to regularize nonnegative matrix factorization
Jim Jing-Yan Wang, Xin Gao
Inthischapterwediscusshowtolearnanoptimalmanifoldpresentationto regularize nonegative matrix factorization (NMF) for data representation problems. NMF,whichtriestorepresentanonnega…
Maximum mutual information regularized classification
Jim Jing-Yan Wang, Yi Wang, Shiguang Zhao +1
In this paper, a novel pattern classification approach is proposed by regularizing the classifier learning to maximize mutual information between the classification response and th…
Large Margin Image Set Representation and Classification
Jim Jing-Yan Wang, Majed Alzahrani, Xin Gao
In this paper, we propose a novel image set representation and classification method by maximizing the margin of image sets. The margin of an image set is defined as the difference…
Can Image-Level Labels Replace Pixel-Level Labels for Image Parsing
Zhiwu Lu, Zhenyong Fu, Tao Xiang +2
This paper presents a weakly supervised sparse learning approach to the problem of noisily tagged image parsing, or segmenting all the objects within a noisily tagged image and ide…