Views: 203 , Downloads: 150 | CTR: 74 % | Weekly Popularity: ⮙4
Survey Paper | Computer Science & Engineering | India | Volume 8 Issue 12, December 2019
Deep Collaborative Learning Approach Over Object Recognition
Yash Munot
The object recognition using deep neural networks have been most used in real applications. We proposes a framework for recognizing objects in very low resolution images through the collaborative learning of two deep neural networks consists of Image enhancement network Object recognition network. The image improvement network tries to enhance extremely low resolution images into sharper and more informative images with the use of collaborative learning signals from the object recognition network. The object recognition network with trained weights for high resolution images actively participates in the learning of the image enhancement network. It also utilizes the output from the image enhancement network as augmented learning data to boost its recognition performance on very low resolution objects. We verified that the proposed method can improve the image reconstruction and classification performance.
Keywords: Image acquisition, Image Segmentation, Feature Extraction, Artificial Neural Network
Edition: Volume 8 Issue 12, December 2019
Pages: 320 - 324
How to Cite this Article?
Yash Munot, "Deep Collaborative Learning Approach Over Object Recognition", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=ART20203203, Volume 8 Issue 12, December 2019, 320 - 324
203 PDF Views | 150 PDF Downloads
Similar Articles with Keyword 'Image acquisition'
Views: 143 , Downloads: 105 | CTR: 73 % | Weekly Popularity: ⮙3
Review Papers, Computer Science & Engineering, India, Volume 3 Issue 9, September 2014
Pages: 1979 - 1982Palm Vein Authentication: A Review
Gitanjali Sikka, Er. Vikas Wasson
Views: 127 , Downloads: 112 | CTR: 88 % | Weekly Popularity: ⮙4
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014
Pages: 1285 - 1287Noise Analysis and Reconstruction of PET Image
Manolekshmi. I
Views: 129 , Downloads: 118 | CTR: 91 % | Weekly Popularity: ⮙2
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 7, July 2014
Pages: 1942 - 1947A Secured Image Storing and Retrieving Framework over Cloud Environment
Kolasani Sravya, Yakkala Nagendra Kumar
Views: 145 , Downloads: 123 | CTR: 85 % | Weekly Popularity: ⮙4
Research Paper, Computer Science & Engineering, India, Volume 5 Issue 3, March 2016
Pages: 1847 - 1849Traffic Light Control Using Image Processing
Jaya Singh, S. K. Singh
Views: 134 , Downloads: 123 | CTR: 92 % | Weekly Popularity: ⮙2
M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 7 Issue 8, August 2018
Pages: 1364 - 1370Analysis of the Parameters Involved in the Iris Recognition System
Minakshi Boruah
Similar Articles with Keyword 'Image Segmentation'
Views: 133 , Downloads: 103 | CTR: 77 % | Weekly Popularity: ⮙1
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 7, July 2014
Pages: 1602 - 1605Usability of Cluster Based Co-Saliency in Video Foreground Detection
Merin Joseph, Anil A. R.
Views: 145 , Downloads: 104 | CTR: 72 % | Weekly Popularity: ⮙2
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 8, August 2014
Pages: 1611 - 1615Image Segmentation Using Glowworm Swarm Optimization for Finding Initial Seed
Dr. L. Sankari
Views: 143 , Downloads: 104 | CTR: 73 % | Weekly Popularity: ⮙3
Review Papers, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015
Pages: 1830 - 1834Figure-Ground Segmentation Techniques
Snehal P. Ambulkar, Nikhil S. Sakhare
Views: 138 , Downloads: 104 | CTR: 75 % | Weekly Popularity: ⮙1
Research Paper, Computer Science & Engineering, India, Volume 7 Issue 9, September 2018
Pages: 1095 - 1102Implementation on Feature Selection for Image Segmentation
Aditi Tiwari, Rupali Bhartiya
Views: 142 , Downloads: 105 | CTR: 74 % | Weekly Popularity: ⮙2
Research Paper, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015
Pages: 1702 - 1705An Adaptive Recursive Reconstruction Technique for Segmentation of Images
Peram Nagamani, Gunna Kishore
Similar Articles with Keyword 'Feature Extraction'
Views: 46 , Downloads: 30 | CTR: 65 % | Weekly Popularity: ⮙6
Research Paper, Computer Science & Engineering, Syria, Volume 10 Issue 3, March 2021
Pages: 524 - 528Detection and Classification of Skin Cancer using Image Processing Techniques
Maha Shawish, Balsam Eid
Views: 59 , Downloads: 34 | CTR: 58 % | Weekly Popularity: ⮙1
Research Paper, Computer Science & Engineering, India, Volume 10 Issue 2, February 2021
Pages: 1673 - 1677Convolution Neural Network Based Image Recognition
Sofia Hamid, Mrigana Walia
Views: 143 , Downloads: 100 | CTR: 70 % | Weekly Popularity: ⮙3
Comparative Studies, Computer Science & Engineering, India, Volume 6 Issue 2, February 2017
Pages: 2147 - 2150A Comparative Study of Algorithms used for Detection and Classification of Plant Diseases
Roshni C.R, Dr. M. Safish Mary
Views: 136 , Downloads: 101 | CTR: 74 % | Weekly Popularity: ⮙1
Review Papers, Computer Science & Engineering, India, Volume 4 Issue 4, April 2015
Pages: 1769 - 1771A Review of Comparatively Study of Different Speaker Recognition Techniques
Umer Malik
Views: 136 , Downloads: 101 | CTR: 74 % | Weekly Popularity: ⮙2
Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 4, April 2015
Pages: 1772 - 1776A Survey on Facilitating Document Annotation Techniques
Priyanka C. Ghegade, Vinod S. Wadne
Similar Articles with Keyword 'Artificial Neural Network'
Views: 153 , Downloads: 101 | CTR: 66 % | Weekly Popularity: ⮙4
M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014
Pages: 826 - 829Neural Systems Approach for Ammography Finding by Utilizing Wavelet Features
A. Mallareddy, A. Priyanka
Views: 149 , Downloads: 103 | CTR: 69 % | Weekly Popularity: ⮙2
Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015
Pages: 1812 - 1815A Survey on Domain Name Categorization Using Artificial Neural Networks
Akshay S. Dhomble, Disha Deotale
Views: 130 , Downloads: 104 | CTR: 80 %
M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 3 Issue 10, October 2014
Pages: 2161 - 2168Vision Based Fire Flame Detection System Using Optical flow Features and Artificial Neural Network
Anila R. Kurup
Views: 154 , Downloads: 104 | CTR: 68 % | Weekly Popularity: ⮙3
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014
Pages: 2681 - 2688A Proposed Framework Using Neural Network in Web Mining for Improving the Performance of E-Learning System
Dar Masroof Amin, Atul Garg
Views: 139 , Downloads: 106 | CTR: 76 % | Weekly Popularity: ⮙4
Research Paper, Computer Science & Engineering, India, Volume 4 Issue 8, August 2015
Pages: 1212 - 1215A Novel Hybrid Face Recognition Algorithm Based On Neural Network with Fuzzy Sets
Raunil Singh, Kiran Gupta