nrel / batfinder_smart_video_biofilter

#BatFinder Smart Video BioFilter (BFSVBF) and Multi-class BatFinder Smart Video BioFilter Keras(TF backend) developed biological object detector used to detect biological objects flying within the vicinity of Wind Turbines using Thermal Cameras as detection

Requirements

See requirments text in the repository

• opencv-contrib-python==3.4.5.20
• Keras == 2.3.1
• Pillow == 6.
• Numpy = 1.17.2
• Matplotlib == 3.1.1
• Tensorflow == 2.0.0

Description

There are two object classifier machine learning models, Binary and multi-classification.

Binary object classifier labeled BatFinder_Smart_Video_BioFilter.h5 distinguishes between biological objects and non-biological objects. The main goal of this object classifier is to ignore the turbine blades while detecting biological object flying withing the rotor swept area of the turbine. Non-biological objects have a probability of 0 and biological objects have a probability of 1.

Multi-classifier labeled Multiclass_BatFinder_Smart_Video_BioFilter.h5 distinguishes between bats, birds, insects and non-biological.

Copyright

See LICENSE for details