Bangladeshi Freshwater Fish Image Dataset (BFF-15)

The Bangladeshi Freshwater Fish Image Dataset (BFF-15) is an image dataset that consists of 5577 images of 15 different species of freshwater fish that can be found in Bangladesh. The majority of the images were collected from multiple market locations and a hatchery to ensure good representation of how the fish vary in appearance, how the lighting effects the photos and the types of places that people acquire the photos.
During field visits to local markets and aquaculture operations, the author's personal visits to those locations allowed for manual collection of all photographs. In order for this dataset to support data mining research related to computer vision, deep learning, fish species classification, and aquatic biodiversity monitoring, it is important that these photo collections include samples representative of the species listed above.
Each of the collected images was taken with a smartphone camera or its equivalent (Realme 8 and iPhone 15 Pro) for maximum image detail, meaning that an image resolution will have been preserved through to post-processing steps. Post-processing involved conducting standardisation of photographic images to prepare them for machine learning applications; resizing each of the 5577 images down to square 224 × 224 pixels, removing backgrounds from each image and changing them to a homogeneous white with the intent of reducing noise and improving the accuracy of prediction of species.
The dataset is suitable for tasks such as:
Fish species classificationDeep learning model trainingImage recognition researchAquaculture monitoring systemsBiodiversity analysisDataset Statistics
Total Images: 5,577
Total Species: 15
SpeciesNumber of ImagesGrass Carp
403
Ilish
233
Katla
427
Koi
434
Magur
282
Mirror Carp
259
Mrigal
317
Pabda
348
Pangas
510
Puti
409
Rui
514
Shol
296
Silver Carp
240
Telapia
383
Tengra
522
Data Collection LocationsImages were collected from the following locations in Bangladesh:
Chilahati Bazar (26.246212, 88.794525)BotolGanj Bazar (26.231234, 88.791190)Mirpur-1 Fish Market (23.797606, 90.350655)Ashulia Bazar (23.897087, 90.330834)Bhawlaganj Bazar (26.253909, 88.745152)Chilahati Fish Hatchery (26.245912, 88.801593)These locations include both local markets and aquaculture sources, ensuring diversity in the collected samples.
Image AcquisitionImages were captured using:
Realme 8 smartphone cameraiPhone 15 Pro smartphone cameraThe photographs were taken directly from freshly harvested fish in market environments and hatchery facilities.
PreprocessingThe following preprocessing steps were applied:
Image resizing to 224 × 224 pixelsBackground removalWhite background standardizationThese preprocessing steps make the dataset suitable for training deep learning models such as CNN, Vision Transformer and Hybrid architectures.