Dataset Versions

v12

DefectsOnly

Generated on Apr 8, 2023

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 97%
360Images
Valid Set 3%
10Images
Test Set %
0Images

Preprocessing

Auto-Orient: Applied
Modify Classes: 16 remapped, 16 dropped
Filter Null: Do not filter any null images.

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Saturation: Between -25% and +25%
Brightness: Between -14% and +14%
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: Brightness: Between -15% and +15%

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