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Suyash P.
Awate Asha and Keshav Bhide Chair Professor Computer Science and Engineering Department, Indian Institute of Technology (IIT) Bombay Office: A-214, Kanwal Rekhi Building Email: my-first-name @cse.iitb.ac.in |
Research | Publications | Teaching | Students | CV | Personal |
Texture Segmentation |
Suyash P. Awate, Tolga Tasdizen, Ross T.
Whitaker Unsupervised Texture Segmentation with Nonparametric Neighborhood Statistics Proc. European Conference on Computer Vision 2006, 2:494-507 |
Key Ideas: 1) a texture image can be defined as a realization of a homogeneous/stationary Markov random field 2) a natural texture descriptor/discriminator is the associated Markov statistics 3) the Markov statistics can be inferred nonparametrically |
Results Electron Microscopy Images of the Retina ![]() ![]() Wildlife ![]() ![]() Two textures with the same histogram and 1st and 2nd derivatives ![]() Textures differing in scale only ![]() ![]() ![]() |
Related Works |
E. Levina, P.J. Bickel Texture Synthesis and Non-parametric Resampling of Random Fields Annals of Statistics 2006, 34(4):1751-1773 |
M. Varma, A. Zisserman A Statistical Approach To Material Classification Using Image Patch Exemplars IEEE Trans. Pattern Analysis and Machine Intelligence |