Notes: Image Processing and Numerical Optimization
Journals on Image Processing
Expert System with Applications
Neurocomputing
IEEE Transaction on Image Processing [link].
IEEE Transaction on Signal Processing [link].
IEEE Signal Processing Letters [link].
SIAM Journal on Imaging Sciences [link].
IET Image Processing [link].
Signal Processing [link].
Image Processing Online [link].
Advanced Image Processing (References )
David A. Forsyth and Jean Ponce, Computer Vision: A Modern Approach, Pearson Education, 2003
Richard Szeliski, Computer Vision: Algorithms and Applications, Springer, 2010.
Simon J.D. Prince, Computer Vision: Models, Learning, and Inference, Cambridge University Press, 2012.
Research Papers
A combined corner and edge detector, C. Harris and M. Stephens, Proc. of Fourth Alvey Vision Conference, 2004
Distinctive Image Features from Scale-Invariant Keypoints, David G. Lowe, IJCV 2004
SURF: Speeded Up Robust Features, H. Bay, T. Tuytelaars and L. V. Gool, ECCV 2006
PCA-SIFT: A More Distinctive Representation for Local Image Descriptors, Y. Ke and R. Sukthankar, CVPR 2004 [PDF]
MACHINE VISION, R. Jain, R. Kasturi, B.G. Schunck, McGraw-Hill, Inc., ISBN 0-07-032018-7, 1995 [Link]]
Generalizing the Hough Transform to detect arbitrary shapes, D.H. Ballard, Pattern Recognition 1981
Normalized Cuts and Image Segmentation, J. Shi and J. Malik, TPAMI, 2000
Snakes: Active Contour Models, M. Kass, A. Witkin and D. Terzopoulos, IJCV 1988
Active Appearance Models, T.F. Cootes, G.J. Edwards and C.J. Taylor, TPAMI 2001
Improving Resolution by Image Registration, M. Irani and S. Peleg, CVGIP, 1991
Super-Resolution Image Reconstruction: A Technical Overview, S.C. Park, M.K. Park and M.G. Kang, IEEE Signal Processing Magazine 2003
Example-Based Super-Resolution, W.T. Freeman, T.R. Jones and E.C. Pasztor, IEEE Computer Graphics and Applications 2002
Super-Resolution from a Single Image, D. Glasner, S. Bagon and M. Irani, ICCV 2009
Image Super-Resolution via Sparse Representation, J. Yang, J. Wright, T. Huang and Y. Ma, TIP 2010
A Tutorial on Hidden Markov Models and Selected Applications in Speech Recognition, L.R. Rabiner, Proc. of the IEEE, 1989.
Recognizing Human Action in Time-Sequential Images using Hidden Markov Model, J. Yamato, J. Ohya and K. Ishii, CVPR 1992.
EM Algorithm
Image Registration.
A Method for Registration of 3-D Shapes, P.J. Besl and N.D. McKay, TPAMI 1992.
Comparing Images Using Hausdorff Distance, D.P. Huttenlocher, G.A. Klanderman and W.J. Rucklidge, TPAMI 1993.
Shape Matching and Object Recognition Using Shape Contexts, S. Belongie, J. Malik and J. Puzicha, TPAMI 2002.
Using the Inner-Distance for Classification of Articulated Shapes, H. Ling and D.W. Jacobs, CVPR 2005.
Hierarchical Matching of Deformable Shapes, P.F. Felzenszwalb and J.D. Schwartz, CVPR 2007.
References Numerical Optimization
Bretsekas, Convex Optimization Algorithms.
Boyd and Vandenberghe, Convex Optimization. [link]
Nesterov, Introductory Lectures on Convex Programming [link].
Important Notes: