Oil Palm Tree Crown Detection from Aerial Image

Object Detection

Dataset Versions

v8

Preprocessed and augmented

Generated on Feb 7, 2023

Popular Download Formats

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.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
Other Formats
Choose another format.

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 -15° and +15°
Brightness: Between -30% and +30%
Exposure: Between -20% and +20%
Blur: Up to 2px
Noise: Up to 1% of pixels
Mosaic: Applied

Similar Projects

See More