Dataset Versions

v1

AnomalyV1

Generated on Dec 15, 2021

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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 87%
15024Images
Valid Set 8%
1432Images
Test Set 4%
716Images

Preprocessing

Resize: Stretch to 416x416
Tile: 2 rows x 2 columns
Modify Classes: 3 remapped, 3 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Rotation: Between -7° and +7°
Cutout: 5 boxes with 10% size each
Bounding Box: Blur: Up to 4px

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