From Australian Oceans Data Network
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Training dataset for object detection - Penguins from UAV

Created 23/06/2025

Updated 23/06/2025

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On February 8, 2021, Deception Island Chinstrap penguin colonies were photographed during the PiMetAn Project XXXIV Spanish Antarctic campaign using unmanned aerial vehicles (UAV) at a height of 30m. From the obtained imagery, a training dataset for penguin detection from aerial perspective was generated. The penguin species is the Chinstrap penguin (Pygoscelis antarcticus). The dataset consists of three folders: "train", containing 531 images, intended for model training; "valid", containing 50 images, intended for model validation; and "test", containing 25 images, intended for model testing. In each of the three folders, an additional .csv file is located, containing labels (x,y positions and class names for every penguin in the images), annotated in Tensorflow Object Detection format. There is only one annotation class: Penguin. All 606 images are 224x224 px in size, and 96 dpi. The following augmentation was applied to create 3 versions of each source image: * Random shear of between -18° to +18° horizontally and -11° to +11° vertically This dataset was annotated and exported via www.roboflow.com The model Faster R-CNN64 with ResNet-101 backbone was used to perform object detection tasks. Training and evaluation tasks were performed using the TensorFlow 2.0 machine learning platform by Google.

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Additional Info

Field Value
Title Training dataset for object detection - Penguins from UAV
Language eng
Licence Not Specified
Landing Page https://data.gov.au/data/en/dataset/65a90c88-3e99-49b5-8673-e2ba4e8c22f8
Contact Point
Australian Ocean Data Network
metadata@aad.gov.au
Reference Period 08/02/2021 - 08/02/2021
Geospatial Coverage
Map data © OpenStreetMap contributors
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      ],
      [
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      ],
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      ]
    ]
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  "type": "Polygon"
}
Data Portal Australian Oceans Data Network

Data Source

This dataset was originally found on Australian Oceans Data Network "Training dataset for object detection - Penguins from UAV". Please visit the source to access the original metadata of the dataset:
https://catalogue.aodn.org.au/geonetwork/srv/eng/csw/dataset/training-dataset-for-object-detection-penguins-from-uav