Nails on wall Dataset

v9

2024-07-02 9:27am

Generated on Jul 2, 2024

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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 93%
6864Images
Valid Set 4%
276Images
Test Set 4%
272Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 200x200
Auto-Adjust Contrast: Using Contrast Stretching
Tile: 2 rows x 2 columns

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Shear: ±15° Horizontal, ±15° Vertical
Grayscale: Apply to 22% of images
Brightness: Between -19% and +19%