Dataset Versions

v3

2024-11-04 10:16pm

Generated on Nov 4, 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.
Other Formats
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Dataset Split

Train Set 88%
105Images
Valid Set 9%
11Images
Test Set 3%
4Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 512x512

Augmentations

Outputs per training example: 3
Rotation: Between -10° and +10°
Grayscale: Apply to 10% of images
Hue: Between -27° and +27°
Noise: Up to 2.52% of pixels
Cutout: 9 boxes with 4% size each
Bounding Box: Crop: 7% Minimum Zoom, 31% Maximum Zoom
Bounding Box: Brightness: Between -40% and +40%
Bounding Box: Exposure: Between -34% and +34%
Bounding Box: Blur: Up to 2px
Bounding Box: Noise: Up to 2.48% of pixels

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