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
55 PDF Views | 32 PDF Downloads
Similar Articles with Keyword 'Image acquisition'
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
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014
Pages: 1285 - 1287Noise Analysis and Reconstruction of PET Image
Manolekshmi. I
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
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
Review Papers, Computer Science & Engineering, India, Volume 3 Issue 9, September 2014
Pages: 1979 - 1982Palm Vein Authentication: A Review
Gitanjali Sikka, Er. Vikas Wasson
Similar Articles with Keyword 'Image Segmentation'
Research Paper, Computer Science & Engineering, India, Volume 4 Issue 5, May 2015
Pages: 2515 - 2518Ameliorating Brain Image Segmentation Using Fuzzy Clustering Techniques
Sana Tak, Toran Verma
M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 6, June 2015
Pages: 830 - 833A Novel Set Level Technique for Image Segmentation Using Fuzzy Clustering and Self Organizing Map Network
Nidhi Kaushal, Murlidhar Vishwakarma, Ravi Singh Pippal
Survey Paper, Computer Science & Engineering, India, Volume 5 Issue 10, October 2016
Pages: 1254 - 1257A Literature Survey on Various Methods used for Metal Defects Detection Using Image Segmentation
M. H. Thasin Fouzia, Dr. K. Nirmala
Review Papers, Computer Science & Engineering, India, Volume 3 Issue 5, May 2014
Pages: 1789 - 1791Role of Active Contour in Image Processing
Manjeet Kaur, Sukhpreet Kaur
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
Similar Articles with Keyword 'Feature Extraction'
Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 10, October 2015
Pages: 1731 - 1734A Survey on Multimodal Visual Search Methods
Seema Ranuji Ghule
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 7, July 2014
Pages: 938 - 943HCR Using K-Means Clustering Algorithm
Meha Mathur, Anil Saroliya
Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 1, January 2015
Pages: 2599 - 2603Iris Image Classification: A Survey
Anjali Hake, Pradeep Patil
Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 4, April 2015
Pages: 1247 - 1250A Survey on Facial Expression Recognition Techniques
Swati Mishra, Avinash Dhole
Research Paper, Computer Science & Engineering, India, Volume 4 Issue 5, May 2015
Pages: 3213 - 3220Automatic Speaker Recognition Using SVM
Umer Malik, P.K. Mishra
Similar Articles with Keyword 'Artificial Neural Network'
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
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014
Pages: 1154 - 1158Face Illumination and Occlusion based Experimental Research on Face Recognition using Artificial Neural Network
Dr. V. S. Manjula
Research Paper, Computer Science & Engineering, Iraq, Volume 6 Issue 9, September 2017
Pages: 1537 - 1547The Use of Run Length and Contrast Features with Neural Network for Texture Recognition
Suhair H. S. Al-Kilidar, Loay E. George
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014
Pages: 2745 - 2750Supervised Elman Neural Network Architecture for Solving Double Dummy Bridge Problem in Contract Bridge
M Dharmalingam, R Amalraj
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