Dolrie

Bolt_Detection_WPPE

Object Detection

Bolt_Detection_WPPE Image Dataset

v8

Increased 300

Generated on Dec 22, 2023

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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.
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Dataset Split

Train Set 88%
3087Images
Valid Set 8%
297Images
Test Set 4%
143Images

Preprocessing

Auto-Orient: Applied
Resize: Fit (reflect edges) in 640x640
Auto-Adjust Contrast: Using Histogram Equalization
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Shear: ±8° Horizontal, ±13° Vertical
Grayscale: Apply to 20% of images
Brightness: Between -35% and +35%
Mosaic: Applied
Bounding Box: Blur: Up to 1.25px