Real Time Object Detection and 3D Modeling Using Fuzzy Logic
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: 112 | Weekly Hits: ⮙1 | Monthly Hits: ⮙9

Research Paper | Computer Science & Engineering | India | Volume 3 Issue 6, June 2014

Real Time Object Detection and 3D Modeling Using Fuzzy Logic

Prerna Dahiya, Kamal Kumar Ranga

This paper OD3DM (Object detection and 3D modeling) mainly discussed the process to detect complex geometric objects and thereafter performing 3D modeling of geometric objects using Entropy based selection of optimum transformation of input data; wavelet based transformation and fuzzy logictechniques for designing and training of object recognition systems using realistic 3D computer graphics models using Fuzzy Logic has been implemented in this paper. Our model OD3DM system convert picture into grid of size 10x10.10x20; 20x20 and uses centroid formula to detect geometric objects which detect edge and boundary limit of every image taken from real time camera.We look at the relation between the size of the training set and the classification accuracy for a basic recognition task and provide a method for estimating the degree of difficulty of detecting an object. A few images were taken and were captured using real time camera. We show how to sample; align; detect; and rotate images of objects. We address the problem of training on large; highly redundant data and propose a novel active learning method which generates compact training sets and compact classifiers. We believe that the use of realistic 3D models and computer graphics for view-based object recognition will lead to a reevaluation of some of the basic research questions in this area. The problems of learning from small training sets and learning from data with inaccurate or missing ground truth will lose importance while the problem of learning from large; accurately labeled but highly redundant data will become more important.

Keywords: OD3DM Object Detection & 3D Modeling, Entropy, fuzzy Logic, wavelets, Centroid based Similarity Matrix, pdf probability distribution functions

Edition: Volume 3 Issue 6, June 2014

Pages: 1173 - 1177

Share this Article

How to Cite this Article?

Prerna Dahiya, Kamal Kumar Ranga, "Real Time Object Detection and 3D Modeling Using Fuzzy Logic", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=2014271, Volume 3 Issue 6, June 2014, 1173 - 1177

Enter Your Registered Email Address





Similar Articles with Keyword 'Entropy'

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: 107 | Weekly Hits: ⮙1 | Monthly Hits: ⮙8

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 5, May 2016

Pages: 1954 - 1957

Proposed Techniques to Remove Flaming Problems from Social Networking Sites and outcome of Na?ve Bayes Classifier for Detection of Flames

Vishakha Mal, Dr. A. J. Agrawal

Share this Article

Downloads: 109 | Weekly Hits: ⮙3

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 2, February 2015

Pages: 1563 - 1567

Image Denoising Using Hybrid Thresholding, MFHT and Hybrid Post Filtering

Taranjot Kaur, Manish Mittal

Share this Article

Downloads: 109 | Weekly Hits: ⮙4 | Monthly Hits: ⮙13

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 5 Issue 6, June 2016

Pages: 2318 - 2322

An Adaptive Histogram Values & Texture Descriptor for Data Analysis

Ritika Verma, Vinay Thakur

Share this Article

Downloads: 110 | Weekly Hits: ⮙1 | Monthly Hits: ⮙17

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

Pages: 1295 - 1299

Image Denoising Using Hybrid Thresholding, DWT and Adaptive Intensity Transformations

Taranjot Kaur

Share this Article

Similar Articles with Keyword 'fuzzy Logic'

Downloads: 100 | Monthly Hits: ⮙11

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 6, June 2015

Pages: 1838 - 1842

Predicting and Extending of Sensor Lifetime in Wireless Sensor Networks using Fuzzy Logic

Pawan Kumar, Manoj Challa

Share this Article

Downloads: 101 | Monthly Hits: ⮙13

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014

Pages: 956 - 959

Fuzzy Expert System for Migraine Analysis and Diagnosis

Vishal Chandra

Share this Article

Downloads: 101 | Monthly Hits: ⮙11

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014

Pages: 1525 - 1529

Blowfish Algorithm by Modify Randomness for S-Boxes using Fuzzy Value and Apply Encryption or Decryption on Image

Maulik P. Chaudhari, Neha Parmar

Share this Article

Downloads: 101 | Monthly Hits: ⮙15

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

Pages: 1772 - 1776

A Survey on Facilitating Document Annotation Techniques

Priyanka C. Ghegade, Vinod S. Wadne

Share this Article

Downloads: 103 | Weekly Hits: ⮙5 | Monthly Hits: ⮙13

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014

Pages: 1831 - 1834

Comparison of Cluster Formation Algorithms Based On Fuzzy Logic Rules

Swati Atri, Dr. Nasib Singh Gill, Jaideep Atri

Share this Article

Similar Articles with Keyword 'wavelets'

Downloads: 104 | Weekly Hits: ⮙3

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 4, April 2015

Pages: 1537 - 1542

Remote Sensing Satellite Image Fusion Using Fast Curvelet Transforms

Namratha H. N., Raghu M. T.

Share this Article

Downloads: 106 | Monthly Hits: ⮙13

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

Pages: 1330 - 1335

Efficient Image Encryption EIE - Compression System Using Haar Wavelets Using Matlab

Kavita, Anil Vadhwa

Share this Article

Downloads: 108 | Weekly Hits: ⮙2

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

Pages: 1647 - 1651

A New Hybrid Technique for Detection of Liver Cancer on Ultrasound Images

Ramandeep Kaur Bhullar, Navpreet Kaur Walia

Share this Article

Downloads: 108 | Weekly Hits: ⮙1 | Monthly Hits: ⮙15

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 2078 - 2080

Image Enhancement Technique Using Symlet and Daubechies Wavelets

Shivani Jain, Jyoti Rani

Share this Article

Downloads: 112 | Weekly Hits: ⮙1 | Monthly Hits: ⮙9

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014

Pages: 1173 - 1177

Real Time Object Detection and 3D Modeling Using Fuzzy Logic

Prerna Dahiya, Kamal Kumar Ranga

Share this Article



Top