An Adaptive Recursive Reconstruction Technique for Segmentation of Images
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Open Access | Fully Refereed | Peer Reviewed International Journal

ISSN: 2319-7064

Downloads: 106 | Monthly Hits: ⮙7

Research Paper | Computer Science & Engineering | India | Volume 4 Issue 11, November 2015

An Adaptive Recursive Reconstruction Technique for Segmentation of Images

Peram Nagamani, Gunna Kishore

Image segmentation is the process of partitioning a digital image into multiple segments (sets of pixels, also known as super pixels).Image segmentation is typically used to locate objects and boundaries (lines, curves, etc.) in images. Each of the pixels in a region are similar with respect to some characteristic or computed property, such as color, intensity, or texture. Adjacent regions are significantly different with respect to the same characteristic (s). Among the various approaches proposed for this task, unsupervised methods have the advantage of being able to segment images without any assistance from the user. However, such methods often suffer from long runtimes and tend to be sensitive to the choice of parameters. Because of these problems, users will often prefer semi-supervised methods, which provide a more controllable output in the same amount of time. This paper proposes a new unsupervised approach, based on random walks, which maps each pixel to the most probable label in a local neighbourhood. To make this approach more robust to the choice and learning of the parameters, we propose an efficient computational technique, in which the parameters and the segmentation probabilities are recomputed alternatively. We also describe a refinement strategy that improves the speed and accuracy of the segmentation by applying random walks at different scales.

Keywords: Segmentation, Partitioning, reconstruction, random walks, accuracy

Edition: Volume 4 Issue 11, November 2015

Pages: 1702 - 1705

Share this Article

How to Cite this Article?

Peram Nagamani, Gunna Kishore, "An Adaptive Recursive Reconstruction Technique for Segmentation of Images", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=NOV151481, Volume 4 Issue 11, November 2015, 1702 - 1705

Enter Your Registered Email Address





Similar Articles with Keyword 'Segmentation'

Downloads: 47 | Monthly Hits: ⮙7

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 2, February 2021

Pages: 1682 - 1686

Support Vector Machine Based MRI Brain Tumor Detection

Nazima Yousuf, Mrigana Walia

Share this Article

Downloads: 63 | Weekly Hits: ⮙1 | Monthly Hits: ⮙15

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 12, December 2020

Pages: 1615 - 1620

Traffic Sign Detection via Graph Based Ranking and Segmentation Algorithm

Premsai Cheedella

Share this Article

Downloads: 64 | Weekly Hits: ⮙3 | Monthly Hits: ⮙15

Research Paper, Computer Science & Engineering, China, Volume 10 Issue 1, January 2021

Pages: 1165 - 1168

A Capsule Robot Attitude Transformation Perception Method based on Intestinal Fold Features

Chengcheng Yan, Yanping Hu

Share this Article

Downloads: 99 | Weekly Hits: ⮙2 | Monthly Hits: ⮙9

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 9, September 2015

Pages: 1624 - 1627

Video Segmentation Using Global Motion Estimation and Compensation

Pallavi R. Wagh, Shubhangi Vaikole

Share this Article

Downloads: 100 | Weekly Hits: ⮙3

Comparative Studies, Computer Science & Engineering, India, Volume 6 Issue 2, February 2017

Pages: 2147 - 2150

A Comparative Study of Algorithms used for Detection and Classification of Plant Diseases

Roshni C.R, Dr. M. Safish Mary

Share this Article

Similar Articles with Keyword 'Partitioning'

Downloads: 152 | Weekly Hits: ⮙4

Research Paper, Computer Science & Engineering, India, Volume 6 Issue 8, August 2017

Pages: 868 - 874

Study of Power Management in Adhoc Networks

Anandhi Giri, S. K. Srivatsa

Share this Article

Downloads: 102 | Weekly Hits: ⮙6

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 9, September 2015

Pages: 1656 - 1659

A Survey on Graph Partitioning Techniques

Santosh Nage, Girish Potdar

Share this Article

Downloads: 103 | Weekly Hits: ⮙2 | Monthly Hits: ⮙10

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 4, April 2015

Pages: 3069 - 3074

On the Utilization Aspect of Document Data for Mining the Side Information

N.S. Krishna Prasad, S. Dhana Sekaran

Share this Article

Downloads: 104 | Weekly Hits: ⮙3 | Monthly Hits: ⮙16

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 10, October 2014

Pages: 2124 - 2127

Medical Image Compression Using ISPIHT & JPEG2000 Hybrid

Yashpreet Sain

Share this Article

Downloads: 106 | Weekly Hits: ⮙2 | Monthly Hits: ⮙13

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 691 - 694

A Survey on Fast Clustering Based Feature Selection Algorithm for High Dimensional Data

Swapnil A. Sutar, Prof. Devendra P. Gadekar

Share this Article

Similar Articles with Keyword 'reconstruction'

Downloads: 103 | Monthly Hits: ⮙6

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 3, March 2015

Pages: 1974 - 1979

Implementation of Enhanced Feedback in Automated Latent Fingerprint Matcher

Lekshmi S P, Lizmol Stephen

Share this Article

Downloads: 105 | Weekly Hits: ⮙3 | Monthly Hits: ⮙9

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 5 Issue 5, May 2016

Pages: 1132 - 1138

Designing of Secure Privacy Preserving Algorithm for Detecting Packet Loss and Provenance Verification in Wireless Ad-Hoc Networks

K. Anil Kumar, Sumithra R

Share this Article

Downloads: 106 | Monthly Hits: ⮙7

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015

Pages: 1702 - 1705

An Adaptive Recursive Reconstruction Technique for Segmentation of Images

Peram Nagamani, Gunna Kishore

Share this Article

Downloads: 108 | Monthly Hits: ⮙8

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 3195 - 3198

Centralized Sparse Representation Non-locally For Image Restoration

More Manisha Sarjerao, Prof. Shivale Nitin

Share this Article

Downloads: 108

Research Paper, Computer Science & Engineering, India, Volume 8 Issue 6, June 2019

Pages: 2277 - 2281

Gradient Method to Construct 3D Digital Image of a 2D Digital Image

Kaushal Patel

Share this Article

Similar Articles with Keyword 'random walks'

Downloads: 106 | Monthly Hits: ⮙7

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015

Pages: 1702 - 1705

An Adaptive Recursive Reconstruction Technique for Segmentation of Images

Peram Nagamani, Gunna Kishore

Share this Article

Downloads: 108 | Monthly Hits: ⮙6

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 3, March 2015

Pages: 2062 - 2066

Load Balancing in P2P Networks using Random Walk Algorithm

A. S. Syed Navaz, A. S. Syed Fiaz

Share this Article

Similar Articles with Keyword 'accuracy'

Downloads: 126 | Weekly Hits: ⮙2 | Monthly Hits: ⮙11

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 11, November 2020

Pages: 457 - 461

Artificial Intelligence for Hiring

Ishan Borker, Ashok Veda

Share this Article

Downloads: 482 | Weekly Hits: ⮙4 | Monthly Hits: ⮙62

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1454 - 1458

Heart Disease Prediction with Machine Learning Approaches

Megha Kamboj

Share this Article

Downloads: 36 | Monthly Hits: ⮙5

Student Project, Computer Science & Engineering, India, Volume 10 Issue 3, March 2021

Pages: 1677 - 1680

Detecting Pneumonia from X-Ray Images using Deep Learning

Deep Piyushkumar Patel

Share this Article

Downloads: 71 | Weekly Hits: ⮙3

Research Paper, Computer Science & Engineering, Sweden, Volume 9 Issue 12, December 2020

Pages: 1137 - 1139

Predicting Diabetes using Gradient Boosting is a Machine Learning Technique

Ali Adam Mohammad

Share this Article

Downloads: 91 | Weekly Hits: ⮙2 | Monthly Hits: ⮙12

Research Paper, Computer Science & Engineering, India, Volume 2 Issue 4, April 2013

Pages: 474 - 478

Wireless Energy Meter and Billing via SMS

P.V. Santhoshi Roja, B. Kiran Babu, V. Samson Deva Kumar

Share this Article



Top