Dataset Versions

v2

AnomalyV2

Generated on Dec 15, 2021

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 87%
3756Images
Valid Set 8%
358Images
Test Set 4%
179Images

Preprocessing

Resize: Stretch to 416x416
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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