Image Retrieval based Convolutional Neural Network

Nuha Mohammed Khassaf; Shaimaa Hameed Shaker

Article Details

Image Retrieval based Convolutional Neural Network

Authors:

Nuha Mohammed Khassaf | Shaimaa Hameed Shaker

Publisher:

Mustansiriyah University

Journal:

Al-Mustansiriyah Journal of Science Vol.31 Issue 4, pp.43-54

Document Type:

Article

Publication Date:

12/2020

Document Language:

English

Document ID (Org No.):

2001933929

pISSN:

2521-3520

Keywords:

Abstract:

 At the present time, everyone is interested in dealing with images in different fields such as geographic maps, medical images, images obtaining by Camera, microscope, telescope, agricultural field photos, paintings, industrial parts drawings, space photos, etc. Content Based Image Retrieval (CBIR) is an efficient retrieval of relevant images from databases based on features extracted from the image. Follow the proposed system for retrieving images related to a query image from a large set of images, based approach to extract the texture features present in the image using statistical methods (PCA, MAD, GLCM, and Fusion) after pre-processing of images. The proposed system was trained using 1D CNN using a dataset Corel10k which widely used for experimental evaluation of CBIR performance the results of proposed system shows that the highest accuracy is 97.5% using Fusion (PCA, MAD), where the accuracy is 95% using MAD, 90% using PCA. The performance result is acceptable compared to previous work.

Article Details

Image Retrieval based Convolutional Neural Network

Authors:

Nuha Mohammed Khassaf | Shaimaa Hameed Shaker

Publisher:

Mustansiriyah University

Journal:

Al-Mustansiriyah Journal of Science Vol.31 Issue 4, pp.43-54

Document Type:

Article

Publication Date:

12/2020

Document Language:

English

Document ID (Org No.):

2001933929

pISSN:

2521-3520

CBIR

preprocessing

feature extraction

PCA

MAD

GLCM

Fusion

Issues

Article Details

Authors: Nuha Mohammed Khassaf | Shaimaa Hameed Shaker

Publisher: Mustansiriyah University

Journal: Al-Mustansiriyah Journal of Science Vol.31 Issue 4, pp.43-54

Document Type: Article

Publication Date: 12/2020

Document Language: English

Document ID (Org No.): 2001933929

pISSN: 2521-3520

Issues

Authors:

Nuha Mohammed Khassaf | Shaimaa Hameed Shaker

Publisher:

Mustansiriyah University

Journal:

Al-Mustansiriyah Journal of Science Vol.31 Issue 4, pp.43-54

Document Type:

Article

Publication Date:

12/2020

Document Language:

English

Document ID (Org No.):

2001933929

pISSN:

2521-3520