Image Segmentation using Morphological Operations

Image Segmentation plays vital role in Computer Vision and Digital Image Processing. It is the process of separating the digital image into distinct region(s) possessing homogeneous properties. The main objective of image segmentation is to extract various features of the image that are used for analyzing, interpretation and understanding of images. Image segmentation is applied in various applications like medical imaging, shape detection, content-based image retrieval, robot vision, etc. Several techniques have been developed for image segmentation such as pixel-based segmentation, edge based segmentation and region based segmentation. In this paper, segmentation technique is defined using the edge detection and morphological operations. Edge detection is done using Fuzzy Canny method for better output. After detecting the edges of image, segmentation is done using morphological operation. This gives better results. General Terms Dilation, Morphology, Erosion, Flood Fill.

[1]  Rolf Adams,et al.  Seeded Region Growing , 1994, IEEE Trans. Pattern Anal. Mach. Intell..

[2]  Tikeshwar Gajpal,et al.  Edge Detection Technique Using Hybrid Fuzzy logic Method , 2013 .

[3]  Mrs.Abhradita Deepak Borkar,et al.  Detection of Edges Using Fuzzy InferenceSystem , 2013 .

[4]  R. Maini Study and Comparison of Various Image Edge Detection Techniques , 2004 .

[5]  Jean Serra,et al.  Image Analysis and Mathematical Morphology , 1983 .

[6]  Ghanshyam I. Prajapati,et al.  2D Basic Shape Detection Using Region Properties , 2013 .

[7]  Irwin Edward Sobel,et al.  Camera Models and Machine Perception , 1970 .

[8]  B. Baets,et al.  The fundamentals of fuzzy mathematical morphology, part 1 : basic concepts , 1995 .

[10]  Shubham Joshi,et al.  Survey on Various Edge Detection Techniques on Noisy Images , 2014 .

[11]  G. Padmavathi,et al.  Empirical Evaluation of Suitable Segmentation Algorithms for IR Images , 2010 .

[12]  Navneet Kaur Comparative Analysis of Various Edge Detection Techniques , 2013 .

[13]  Kavita Thakur,et al.  An Efficient Fuzzy Logic Based Edge Detection Algorithm for Gray Scale Image , 2012 .

[14]  Nidhi Chandrakar,et al.  Study and comparison of various image edge detection techniques , 2012 .

[15]  Edward J. Delp,et al.  Morphological operations for color image processing , 1999, J. Electronic Imaging.

[16]  John F. Canny,et al.  A Computational Approach to Edge Detection , 1986, IEEE Transactions on Pattern Analysis and Machine Intelligence.