http://blog.sina.com.cn/s/blog_631a4cc401019gqx.html
今年的low rank顯然比去年要火一些。
1.Robust Visual Domain Adaptation with Low-Rank Reconstruction (PDF)
I-Hong Jhuo, Dong Liu, Shih-Fu Chang, Der-Tsai Lee
這篇文章是做多視角的物體識別的。一般認為不同視角的物體分布在相同的低維流型上，但是
本文認為如果噪聲過大本質上并不在一個流行上面。所以將低秩的約束加在變換系數上了。
也可以說這篇文章是在domain adaption上面加了low rank的約束。
2.Sparse Representation for Face Recognition based on Discriminative Low-Rank Dictionary Learning
Long Ma, Chunheng Wang, Baihua Xiao, Wen Zhou
這篇文章可以說在判別詞典上面加上low rank的約束，也可以說在low rank上面加上了判別詞典
的信息。對目標函數的解法套用了別人的方法。實驗做得很充分。
以下是今年CVPR中關于low rank的一些文章，感興趣的可以看一看：
A Unified Approach to Salient Object Detection via Low Rank Matrix Recovery (PDF)
Xiaohui Shen, Ying Wu
Practical Low-Rank Matrix Approximation under Robust \(L_{1}\)-Norm
Yinqiang Zheng, Guangcan LIU, Shigeki Sugimoto, Shuicheng YAN, Masatoshi Okutomi
Automatic Mitral Leaflet Tracking in Echocardiography by Outlier Detection in the Low-rank Representation
Xiaowei Zhou, Weichuan Yu
Robust Late Fusion with Multi-Task Low Rank Minimization (PDF)
Guangnan Ye, Dong Liu, I-Hong Jhuo, Shih-Fu Chang
Non-Negative Low Rank and Sparse Graph for Semi-Supervised Learning
Liansheng Zhuang, Haoyuan Gao, Zhouchen Lin, Yi Ma, Nenghai Yu
Low-Rank Matrix Recovery with Structural Incoherence for Robust Face Recognition
Chih-Fan Chen, Chia-Po Wei, Yu-Chiang Frank Wang