TreeXperts Dataset

Tree Detection Model

Object Detection

Tree Detection Model Image Dataset

v1

2024-05-07 12:48pm

Generated on May 7, 2024

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.
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Dataset Split

Train Set 87%
3780Images
Valid Set 8%
360Images
Test Set 4%
181Images

Preprocessing

Auto-Orient: Applied
Resize: Fit within 736x736
Auto-Adjust Contrast: Using Contrast Stretching

Augmentations

Outputs per training example: 3
Saturation: Between -25% and +25%
Brightness: Between -20% and +20%
Exposure: Between -10% and +10%
Blur: Up to 1.5px
Noise: Up to 1.21% of pixels