Advanced Image Processing Detailed Syllabus for Electronics & Instrumentation M.Tech first year second sem is covered here. This gives the details about credits, number of hours and other details along with reference books for the course.
The detailed syllabus for Advanced Image Processing M.Tech 2017-2018 (R17) first year second sem is as follows.
M.Tech. I Year II Sem.
UNIT- I : Fundamentals of Digital Image Processing: Elements of visual perception, brightness, contrast, hue, saturation, mach band effect, 2D image transforms-DFT, DCT, KLT, and SVD. Image enhancement in spatial and frequency domain, review of morphological image processing
UNIT – II : Segmentation: Edge detection, Thresholding, Region growing, Fuzzy clustering, Watershed algorithm, Active contour methods, and Texture feature based segmentation, Model based segmentation, Atlas based segmentation, Wavelet based segmentation methods
UNIT – III : Feature Extraction: First and second order edge detection operators, Phase congruency, Localized feature extraction- detecting image curvature, shape features Hough transform, shape skeletonization, Boundary descriptors, Moments, Texture descriptors- Autocorrelation, Co-occurence features, Run length features, Fractal model based features, Gabor filter, Wavelet features.
UNIT – IV: Registration And Image Fusion: Registration- Pre-processing, Feature selection-points, lines, regions and templates Feature correspondence-point pattern matching, Line matching, region matching Template matching. Transformation functions-similarity transformation and Affine Transformation. Resampling- Nearest Neighbor and Cubic Splines Image Fusion-Overview of image fusion, pixel fusion, Multi resolution based fusion discrete wavelet transform, Curvelet transform, Region based fusion.
UNIT – V : 3D Image Visualization: Sources of 3D Data sets, Slicing the Data set, Arbitary section planes, The use of color, Volumetric display , Stereo Viewing, Ray tracing, Reflection, Surfaces, Multiply connected surfaces, Image processing in 3D, Measurement on 3D images.
TEXT BOOKS:
- John C. Russ,”The Image Processing Handbook”, CRC Press, 2007.
- Mark Nixon, Alberto Aguado,”Feature Extraction and Image Processing”, Academic Press, 2008.
- Ardeshir Goshtaby, “2D and 3D Image registration for Medical, Remote Sensing and Industrial Applications”, John Wiley and Sons, 2005.
REFERENCE BOOKS:
- Rafael C. Gonzalez, Richard E. Woods,”Digital Image Processing”, Pearson Education, Inc., Second Edition, 2004.
- Anil K. Jain, “Fundamentals of Digital Image Processing”, Pearson Education, Inc., 2002.
- Rick S. Blum, Zheng Liu, “Multi sensor Image Fusion and its Applications”, Taylor & Francis, 2006.
For all other M.Tech 1st Year 2nd Sem syllabus go to JNTUH M.Tech Electronics & Instrumentation 1st Year 2nd Sem Course Structure for (R17) Batch.
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