Mark 3

Defect2

Object Detection

Defect2 Image Dataset

v1

2023-03-07 3:00pm

Generated on Mar 7, 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 91%
246Images
Valid Set 7%
20Images
Test Set 1%
4Images

Preprocessing

Auto-Orient: Applied

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 0% Maximum Zoom
Rotation: Between -0° and +0°
Shear: ±0° Horizontal, ±0° Vertical
Grayscale: Apply to 0% of images
Good-Scratch-Dented
106 images
Scratch-Dented
70 images
Scratch
35 images
Good
36 images
Dented
35 images