Dataset Versions

v3

2022-04-15 1:27pm

Generated on Apr 15, 2022

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%
453Images
Valid Set 6%
30Images
Test Set 6%
30Images

Preprocessing

Modify Classes: 0 remapped, 14 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Shear: ±32° Horizontal, ±36° Vertical
Hue: Between -25° and +25°
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise
Bounding Box: Crop: 0% Minimum Zoom, 38% Maximum Zoom
Bounding Box: Rotation: Between -15° and +15°
Bounding Box: Shear: ±15° Horizontal, ±35° Vertical
Bounding Box: Brightness: Between -58% and +58%
Bounding Box: Exposure: Between -60% and +60%
Bounding Box: Blur: Up to 4.75px
Bounding Box: Noise: Up to 10% of pixels

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