Oil Palm Tree Crown Detection from Aerial Image

Object Detection

Dataset Versions

v14

Preprocessed and augmented V2

Generated on Feb 16, 2023

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Dataset Split

Train Set 96%
7350Images
Valid Set 4%
280Images
Test Set %
0Images

Preprocessing

Auto-Orient: Applied
Resize: Fit (reflect edges) in 640x640
Modify Classes: 6 remapped, 0 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Grayscale: Apply to 5% of images
Hue: Between -35° and +35°
Brightness: Between -15% and +15%
Exposure: Between -20% and +20%
Blur: Up to 9px
Noise: Up to 1% of pixels

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