classify Dataset

v5

2023-04-26 6:40pm

Generated on Apr 26, 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.
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Dataset Split

Train Set 38%
3Images
Valid Set 13%
1Images
Test Set 50%
4Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 64% Maximum Zoom
Grayscale: Apply to 62% of images
Hue: Between -64° and +64°
Exposure: Between -39% and +39%
Noise: Up to 20% of pixels
Cutout: 7 boxes with 12% size each