Oil Palm Tree Crown Detection from Aerial Image

Object Detection

Dataset Versions

v19

2024-03-06 11:35am

Generated on Mar 6, 2024

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Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
PaliGemma
PaliGemma JSONL format used for fine-tuning PaliGemma, Google's open multimodal vision model.
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Dataset Split

Train Set 94%
6954Images
Valid Set 4%
315Images
Test Set 1%
97Images

Preprocessing

Auto-Orient: Applied
Resize: Fit (reflect edges) in 412x412
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°
Saturation: Between -25% and +25%
Brightness: Between -15% and +15%
Exposure: Between -10% and +10%
Blur: Up to 3px
Noise: Up to 1% of pixels

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