Viktoriya Esoyan

Crack1

Object Detection

Crack1 Image Dataset

v1

2023-12-24 3:51am

Generated on Dec 24, 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 88%
141Images
Valid Set 8%
12Images
Test Set 4%
7Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Cutout: 2 boxes with 15% size each
Bounding Box: Blur: Up to 1.25px
Bounding Box: Noise: Up to 5% of pixels