Background Modeling via Subspace Tracking

GRASTA

Code Matlab (Jun He, Nanjing University of Information Science and Technology, China)

J. He, L. Balzano, J. Luiz, “Online Robust Subspace Tracking from Partial Information”, IT 2011, September 2011.

J. He, L. Balzano, A. Szlam, “Incremental Gradient on the Grassmannian for Online Foreground and Background Separation in Subsampled Video”, International on Conference on Computer Vision and Pattern Recognition, CVPR 2012, June 2012.

t-GRASTA

Code Matlab (Jun He, Nanjing University of Information Science and Technology, China)

J. He, D. Zhang, L. Balzano, T. Tao, “Iterative Grassmannian Optimization for Robust Image Alignment”, Image and Vision Computing, June 2013.

J. He, D. Zhang, L. Balzano, T. Tao, “Iterative Online Subspace Learning for Robust Image Alignment”, IEEE Conference on Automatic Face and Gesture Recognition, FG 2013, April 2013.

pROST

Code Matlab (C. Hage, Technische Universitat Munchen, Germany)

C. Hage, M. Kleinsteuber, “Robust PCA and subspace tracking from incomplete observations using l₀-surrogates”, Machine Learning, 2012.

F. Seidel, C. Hage, and M. Kleinsteuber, “pROST - A Smoothed Lp-norm Robust Online Subspace Tracking Method for Realtime Background Subtraction in Video”, Machine Vision and Applications, Special Issue on Background Modeling for Foreground Detection in Real-World Dynamic Scenes, December 2013.

GOSUS

Code Matlab (Jia Xu, University of Wisconsin-Madison, USA)

J. Xu, V. Ithapu, L. Mukherjee, J. Rehg, V. Singh "GOSUS: Grassmannian Online Subspace Updates with Structured-sparsity" ,International Conference on Computer Vision, ICCV 2013, December 2013.

ROSETA

Code Matlab (Hassan Mansour, MERL, USA)

H. Mansour, X. Jiang, “A Robust Online Subspace Estimation and Tracking Algorithm”, IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015, April 2015.

H. Mansour, "A Short Note on Improved ROSETA", Preprint, October 2017.