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:

A review of classic edge detector

Document image analysis a short note