Comprehensive Smartphone Image Dataset for Fish Species Identification in Bangladesh's Freshwater Ecosystems

Published: 27 January 2025| Version 3 | DOI: 10.17632/8r24222wcc.3
Contributors:
Saieef Sunny,
,
,
,

Description

This dataset comprises high-resolution smartphone images capturing various fish species commonly found in Bangladesh. The images were collected from local fish markets and labeled according to species. The dataset includes 20 folders representing different fish species, containing individual images. No preprocessing or normalization was applied to the images. There are a total of 50,000 images in the dataset (26,950 raw data and 23,050 augmented). The Fish Species Identification dataset (6.67 GB) is packaged within the compressed zip file 'Fish Data.zip,' providing a structured framework for researchers to access and utilize the dataset efficiently. Upon extraction, researchers will find a main folder titled 'Fish Data', denoting the processed images. Inside this directory, 20 individual subfolders are meticulously organized, each corresponding to a distinct fish species prevalent in Bangladesh. This hierarchical organization facilitates easy navigation and retrieval of data, ensuring seamless integration into research endeavors focused on fish species recognition and conservation efforts. The dataset is organized into 20 categories, each corresponding to a different fish species. Below is the list of fish species, along with the number of images available for each: Aair (Long Whiskers Catfish) - 1804 Raw Images + 696 Augmented Boal (Wallago) - 1651 Raw Images + 849 Augmented Chapila (Indian River Shad) - 428 Raw Images + 2072 Augmented DeshiPuti (Local Puti) - 412 Raw Images + 2088 Augmented Foli (Spotted Snakehead) - 562 Raw Images + 1938 Augmented Ilish (Hilsa) - 1031 Raw Images + 1469 Augmented KalBaush (Orangefin Labeo) - 917 Raw Images + 1583 Augmented Katla (Catla) - 1765 Raw Images + 735 Augmented Koi (Climbing Perch) - 842 Raw Images + 1658 Augmented Magur (Walking Catfish) - 574 Raw Images + 1926 Augmented Mrigel (Mrigal) - 1808 Raw Images + 692 Augmented Pabda (Pabdah Catfish) - 1764 Raw Images + 736 Augmented Pangas (Pangas Catfish) - 934 Raw Images + 1566 Augmented Puti (Puti) - 1560 Raw Images + 940 Augmented Rui (Rohu) - 2500 Raw Images + 0 Augmented Shol (Snakehead Murrel) - 1424 Raw Images + 1076 Augmented Taki (Spotted Snakehead) - 2223 Raw Images + 277 Augmented Tarabaim (Striped Snakehead) - 1262 Raw Images + 1238 Augmented Telapiya (Tilapia) - 2058 Raw Images + 442 Augmented Tengra (Tengra Catfish) - 1431 Raw Images + 1069 Augmented

Files

Categories

Image Processing, Fish, Biological Classification, River Ecosystem, Bangladesh, Fish Biomarkers

Licence