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Human detection using computer vision with a multimodal drone camera.

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Drone-human-detection

A research project to develop a machine learning-based system using computer vision to support human search operations using a multimodal drone camera.

Datasets

Processed data is stored in ./data/processed/{dataset_name} directory and grouped into train, validate and test datasets.

List of used datasets in the project. Follow instructions in notebooks to prepare data.

Dataset name Type Data preparation notebook Source
VisDrone Object Detection RGB visdrone_object_detection Link - aiskyeye.com
Heridal IPSAR RGB heridal_ipsar Link - ipsar.fesb.unist.hr
Tiny Person RGB tiny person Link - github.com/ucas-vg
SARD RGB SARD Link - ieee-dataport.org
HIT-UAV Thermal HIT-UAV Link - github.com/suojiashun
ASL ETH FLIR Thermal asl_eth_flir Link - projects.asl.ethz.ch
NII-CU RGB + Thermal NII-CU Link - nii-cu-multispectral.org
Private Dataset RGB + Thermal private_dataset Unavailable at this moment

Follow instructions in notebook to combine above datasets.

Dataset name Data preparation notebook
RGB Combined Dataset rgb_combined_dataset

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Human detection using computer vision with a multimodal drone camera.

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