Fish Image Datasets for ML

The following are image dataset available for ML processing

Open source Fish Image datasets

• AFFiNe - Angling Freshwater Fish Netherlands (loaded 7/8/2023)

  • AFFiNe | Angling Freshwater Fish Netherlands

  30 common freshwater fish species of The Netherlands, photographed by anglers

  Summary

  This dataset contains images of freshwater fish in The Netherlands:

  • 7.000+ images in total
  • 30 different species
  • 100-500 images per species
  • images grouped in a folder per species, for classification training
  • one YOLO-file included per image, for object detection training

  License and purpose

  You are permitted to use this dataset for non-commercial purposes.

  • download
    • https://www.kaggle.com/datasets/jorritvenema/affine

• USGS - Brook trout imagery data for individual recognition with deep learning (loaded 7/8/2023)

  • https://www.sciencebase.gov/catalog/item/627e8af0d34e3bef0c9a2cde
  • https://www.sciencebase.gov/catalog/item/requestDownload/627e8af0d34e3bef0c9a2cde?filePath=disk59%2F1e%2F8f%2F591e8ff6f0a0c5766abc5cd50ce13cff53d9534a

• Fish species that can be found at the Marinig Fishing Port in Cabuyao City

  • Description

  • The following fishes and are included: 'Bangus', 'Big Head Carp', 'Black Spotted Barb', 'Catfish', 'Climbing Perch', 'Fourfinger Threadfin', 'Freshwater Eel', 'Glass Perchlet', 'Goby', 'Gold Fish', 'Gourami', 'Grass Carp', 'Green Spotted Puffer', 'Indian Carp', 'Indo-Pacific Tarpon', 'Jaguar Gapote', 'Janitor Fish', 'Knifefish', 'Long-Snouted Pipefish', 'Mosquito Fish', 'Mudfish', 'Mullet', 'Pangasius', 'Perch', 'Scat Fish', 'Silver Barb', 'Silver Carp','Silver Perch', 'Snakehead', 'Tenpounder', 'Tilapia'

  • 'Bangus' - Chanos chanos (Milkfish)

    'Big Head Carp' - Hypophthalmichthys nobilis 'Black Spotted Barb' - Puntius tetrazona (Barbus tetrazona) 'Catfish' - This is a very broad category with many species, some examples are Clarias batrachus (Walking Catfish), Ictalurus punctatus (Channel Catfish) 'Climbing Perch' - Anabas testudineus 'Fourfinger Threadfin' - Eleutheronema tetradactylum 'Freshwater Eel' - Again, many species, some are Anguilla anguilla (European Eel), Anguilla rostrata (American Eel) 'Glass Perchlet' - Ambassis gymnocephalus 'Goby' - There are many species of Goby. Some examples: Glossogobius giuris (Tank Goby), Brachygobius doriae (Bumblebee Goby) 'Gold Fish' - Carassius auratus 'Gourami' - There are multiple species such as Trichopodus trichopterus (Three-spot Gourami), Trichogaster leerii (Pearl Gourami) 'Grass Carp' - Ctenopharyngodon idella 'Green Spotted Puffer' - Tetraodon nigroviridis 'Indian Carp' - Labeo rohita (Rohu) 'Indo-Pacific Tarpon' - Megalops cyprinoides 'Jaguar Guapote' - Parachromis managuensis 'Janitor Fish' - Pterygoplichthys pardalis 'Knifefish' - There are many species like Gymnotus carapo (Banded Knifefish), Apteronotus albifrons (Black Ghost Knifefish) 'Long-Snouted Pipefish' - Syngnathus acus 'Mosquito Fish' - Gambusia affinis 'Mudfish' - Channa striata (Snakehead Murrel) is often referred to as mudfish, but there are others. 'Mullet' - Several genera are referred to as Mullet such as Mugil cephalus (Flathead Grey Mullet) 'Pangasius' - Pangasius pangasius 'Perch' - Many species fall under this name. Some examples: Perca fluviatilis (European Perch), Perca flavescens (Yellow Perch) 'Scat Fish' - Scatophagus argus 'Silver Barb' - Barbodes gonionotus 'Silver Carp' - Hypophthalmichthys molitrix 'Silver Perch' - Bidyanus bidyanus, but this species is native to Australia, not Philippines. 'Snakehead' - Channa striata (Snakehead Murrel) and Channa marulius (Great Snakehead) are two examples. 'Tenpounder' - Elops saurus 'Tilapia' - Many species fall under Tilapia such as Oreochromis niloticus (Nile Tilapia), Oreochromis mossambicus (Mozambique Tilapia)

  • Dataset properties: The total number of images: 13,304 image Training set size: 8791 images Test set size: 2751 images The number of classes: 1760

  • download

    • https://www.kaggle.com/datasets/markdaniellampa/fish-dataset