Dataset Versions

v1

Tiled-dataset

Generated on Jan 17, 2022

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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 70%
27693Images
Valid Set 20%
8028Images
Test Set 10%
4077Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416
Tile: 3 rows x 3 columns
Modify Classes: 1 remapped, 0 dropped

Augmentations

Outputs per training example: 1
Flip: Horizontal, Vertical
Crop: 0% Minimum Zoom, 30% Maximum Zoom
Rotation: Between -20° and +20°
Hue: Between -25° and +25°
Cutout: 3 boxes with 10% size each
Mosaic: Applied
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise