Projects tagged with "object-detection"

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KerasCV Object Detection API
2022-03-01
Designed and implemented the first official Keras object detection API.
The API includes modular components for data augmentation, modelling, loss computation,
and metric evaluation. Some API highlights include mitigation against silent
failure through explicit bounding box format specification, and train time
COCO metric evaluation - a unique feature to KerasCV enabled by the algorithm
I designed in "Efficient Graph-Friendly COCO Metric Computation for Train-Time Model Evaluation".
machine-learningobject-detectionopen-source

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ReefNet
2021-01-01
ReefNet is a RetinaNet implementation written in pure Keras developed to
detect Crown-of-Thorns Starfish on the Great Barrier Reef.
More information about the problem Crown-of-Thorns Starfish pose to the
Great Barrier Reef as well as efforts to control their population can be
found in our project write up.
machine-learningobject-detectionconservation