pen/pencil and paper Dataset

v3

2024-07-28 9:32pm

Generated on Jul 28, 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 93%
4530Images
Valid Set 5%
256Images
Test Set 2%
111Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Brightness: Between -20% and +20%
Exposure: Between -12% and +12%
Blur: Up to 2.1px
Noise: Up to 1.53% of pixels
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: Crop: 0% Minimum Zoom, 18% Maximum Zoom
Bounding Box: Rotation: Between -15° and +15°

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