Fish-Pak: Fish species dataset from Pakistan for visual features based classification.

Fish feature extraction Fish head Fish scale Fish species classification Fish species recognition Fish species shape

Journal

Data in brief
ISSN: 2352-3409
Titre abrégé: Data Brief
Pays: Netherlands
ID NLM: 101654995

Informations de publication

Date de publication:
Dec 2019
Historique:
received: 25 05 2019
revised: 30 08 2019
accepted: 19 09 2019
entrez: 29 10 2019
pubmed: 28 10 2019
medline: 28 10 2019
Statut: epublish

Résumé

Fishes are most diverse group of vertebrates with more than 33000 species. These are identified based on several visual characters including their shape, color and head. It is difficult for the common people to directly identify the fish species found in the market. Classifying fish species from images based on visual characteristics using computer vision and machine learning techniques is an interesting problem for the researchers. However, the classifier's performance depends upon quality of image dataset on which it has been trained. An imagery dataset is needed to examine the classification and recognition algorithms. This article exhibits Fish-Pak: an image dataset of 6 different fish species, captured by a single camera from different pools located nearby the Head Qadirabad, Chenab River in Punjab, Pakistan. The dataset Fish-Pak are quite useful to compare various factors of classifiers such as learning rate, momentum and their impact on the overall performance. Convolutional Neural Network (CNN) is one of the most widely used architectures for image classification based on visual features. Six data classes i.e.

Identifiants

pubmed: 31656834
doi: 10.1016/j.dib.2019.104565
pii: S2352-3409(19)30920-5
pii: 104565
pmc: PMC6806455
doi:

Types de publication

Journal Article

Langues

eng

Pagination

104565

Informations de copyright

© 2019 The Authors.

Références

Sci Rep. 2018 Sep 13;8(1):13748
pubmed: 30213999

Auteurs

Syed Zakir Hussain Shah (SZH)

Department of Zoology, University of Gujrat, Pakistan.

Hafiz Tayyab Rauf (HT)

Department of Computer Science, University of Gujrat, Pakistan.

Muhammad IkramUllah (M)

Department of Computer Science, University of Gujrat, Pakistan.

Malik Shahzaib Khalid (MS)

Department of Zoology, University of Gujrat, Pakistan.

Muhammad Farooq (M)

Department of Computer Science, University of Gujrat, Pakistan.

Mahroze Fatima (M)

Department of Fisheries and Aquaculture, University of Veterinary and Animal Sciences, Lahore, Pakistan.

Syed Ahmad Chan Bukhari (SAC)

Division of Computer Science, Mathematics and Science, Collins College of Professional Studies, St. John's University, New York, USA.

Classifications MeSH