aircraft-skin-defects-revised-annotations

Object Detection

Dataset Versions

v9

2x3 cut grayscale defect class 1920

Generated on May 9, 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.
Other Formats
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Dataset Split

Train Set 92%
4626Images
Valid Set 4%
210Images
Test Set 4%
210Images

Preprocessing

Resize: Stretch to 1920x1080
Grayscale: Applied
Tile: 2 rows x 3 columns
Modify Classes: 5 remapped, 0 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal
Saturation: Between -25% and +25%
Brightness: Between -20% and +20%
Exposure: Between -10% and +10%
Blur: Up to 1px