涉及稀疏编码等文献(逐步更新文献)-----------之二

涉及稀疏编码等文献（考虑图像块，局部特征）

应用：跟踪、去噪、图像分割、重构、模式识别

2)Tracking

[1] Xu Jia, Huchuan Lu, Ming-Hsuan Yang. VisualTracking via Adaptive Structural Local Sparse Appearance Model.CVPR,2012.

[2] Tianxiang Bai, Y.F. Li. Robust visualtracking with structured sparse representation appearance model. PatternRecognition 45 (2012) 2390–2404.

涉及特征学习（降噪、分割、重构、编码）：

[1] Arthur Szlam, Karol Gregor, and YannLeCun.Fast approximations to structured sparse coding and applications to objectclassification. ECCV, Florence, 2012.

[2]Laura Balzano, Arthur Szlam, BenjaminRecht, and Robert Nowak.K-Subspaceswith Missing Data. Statistical Signal Processing Workshop, Ann Arbor, 2012.

[3]Jun He, Laura Balzano, and Arthur Szlam.Incrementalgradient on the Grassmannian for online foreground and background separation insubsampled video. CVPR, Providence, 2012.

[4] A.Lucchi, Y. Li, K. Smith and P. Fua,StructuredImage Segmentation using Kernelized Features, European Conference onComputer Vision, Florence, Italy, October 2012.

[5] R.Rigamonti, V. Lepetit and P. Fua,LearningSeparable Filters, École Polytechnique Fédérale de Lausanne (EPFL),EPFL-REPORT, June 2012.

[6]Karol Gregor, Arthur Szlam, and YannLeCun.Structuredsparse coding via lateral inhibition. NIPS, Granada, 2011.

[7] Y. Wang, A. Szlam, and G. Lerman.Robust Locally LinearAnalysis with Applications to Image Denoising and Blind Inpainting. Toappear, SIAM Journal on Imaging Sciences

[8] A. Lucchi, Y. Li, X. Boix, K.Smith and P. Fua,AreSpatial and Global Constraints Really Necessary for Segmentation?, IEEEInternational Conference on Computer Vision, 2011.

[9] Aapo Hyvärinen, Urs Köster. Complexcell pooling and the statistics of natural images. 2007, Vol. 18, No. 2 , Pages81-100 (doi:10.1080/09548980701418942).

[10] L. Wang, Y. Li, J. Jia, J. Sun, D. P.Wipf, and J. M. Rehg. "Learning Sparse Covariance Patterns for NaturalScenes." In Proc of CVPR 2012, Providence, RI

[11] Christian Theriault, Nicolas Thome,Matthieu Cord. Extended coding and pooling in the HMAX model. IEEE TRANSACTIONSON IMAGE PROCESSING, 2012

[12] O. Vinyals, Y. Jia, L. Deng, T.Darrell. “Learning with Recursive Perceptual Representations” NIPS 2012

[13]Yangqing Jia,ChangHuang,TrevorDarrell: Beyond spatial pyramids: Receptive fieldlearning for pooled image features.CVPR2012: 3370-3377

[14]Hiroaki Sasaki, Michael U. Gutmann,Hayaru Shouno and Aapo HyvärinenTopographic Analysis of Correlated Components.Proc. Asian Conference on Machine Learning (ACML2012),Singapore, 2012

[15]V. Laparra, M. U.Gutmann, J. Malo and A. Hyvärinen.Complex-valued independent component analysis of natural images.Proc. Int. Conf. on Artificial NeuralNetworks (ICANN2011), Helsinki, Finland, 2011