Deep Collaborative Learning Approach Over Object Recognition
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

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

Share this Article

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

153 PDF Views | 112 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Image acquisition'

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 9, September 2014

Pages: 1979 - 1982

Palm Vein Authentication: A Review

Gitanjali Sikka, Er. Vikas Wasson

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 7, July 2014

Pages: 1942 - 1947

A Secured Image Storing and Retrieving Framework over Cloud Environment

Kolasani Sravya, Yakkala Nagendra Kumar

Share this Article

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

Pages: 1285 - 1287

Noise Analysis and Reconstruction of PET Image

Manolekshmi. I

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 1, January 2015

Pages: 394 - 397

A Secure Third Party Image Reconstruction System in Cloud

Shinde Nitanjali U., Borole M.V.

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 3, March 2016

Pages: 1847 - 1849

Traffic Light Control Using Image Processing

Jaya Singh, S. K. Singh

Share this Article

Similar Articles with Keyword 'Image Segmentation'

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

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 5, May 2014

Pages: 1789 - 1791

Role of Active Contour in Image Processing

Manjeet Kaur, Sukhpreet Kaur

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 8, August 2014

Pages: 1611 - 1615

Image Segmentation Using Glowworm Swarm Optimization for Finding Initial Seed

Dr. L. Sankari

Share this Article

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015

Pages: 1830 - 1834

Figure-Ground Segmentation Techniques

Snehal P. Ambulkar, Nikhil S. Sakhare

Share this Article

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

Pages: 1647 - 1650

MRI Brain Tumor Classification Using SVM and Histogram Based Image Segmentation

Chinnu A

Share this Article

Similar Articles with Keyword 'Feature Extraction'

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 3 Issue 7, July 2014

Pages: 627 - 632

LoG Feature Extraction Based Photographic Detection

Sujitha B Cherkottu, Smija Das

Share this Article

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

Pages: 2810 - 2813

Palm Print Recognition System ? Review

Mohit Trehan, Nitin Bhagat

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 8, August 2014

Pages: 1141 - 1146

Offline Hindi Signature Recognition Using Surf Feature Extraction and Neural Networks Approach

Harpreet Kaur, Simarjeet Kaur

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 7, July 2014

Pages: 938 - 943

HCR Using K-Means Clustering Algorithm

Meha Mathur, Anil Saroliya

Share this Article

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

Pages: 1617 - 1619

A Review of Domain Clustering Using Adaptive Preprocessing

Poonam Nagale, Alka Vishwa

Share this Article

Similar Articles with Keyword 'Artificial Neural Network'

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

Pages: 2681 - 2688

A Proposed Framework Using Neural Network in Web Mining for Improving the Performance of E-Learning System

Dar Masroof Amin, Atul Garg

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 3 Issue 10, October 2014

Pages: 2161 - 2168

Vision Based Fire Flame Detection System Using Optical flow Features and Artificial Neural Network

Anila R. Kurup

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 8, August 2015

Pages: 1212 - 1215

A Novel Hybrid Face Recognition Algorithm Based On Neural Network with Fuzzy Sets

Raunil Singh, Kiran Gupta

Share this Article

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

Pages: 2222 - 2227

Net Asset Value Prediction using FLANN Model

C. M. Anish, Babita Majhi

Share this Article

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

Pages: 2860 - 2862

Handwritten Text Recognition Using Information Energy And Neural Network

Kanchan Keisham, Sunanda Dixit

Share this Article
Top