Billet Quality Features for Classification

Object Detection

Dataset Versions

v1

2021-11-30 1:36pm

Generated on Nov 30, 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 88%
2379Images
Valid Set 8%
226Images
Test Set 4%
113Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 15% Maximum Zoom
Rotation: Between -15° and +15°
Brightness: Between -10% and +10%
Exposure: Between -12% and +12%
Blur: Up to 1.25px
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Bounding Box: Crop: 0% Minimum Zoom, 13% Maximum Zoom
Bounding Box: Rotation: Between -10° and +10°
Bounding Box: Brightness: Between -16% and +16%