Dolrie

Bolt_Detection_WPPE

Object Detection

Bolt_Detection_WPPE Image Dataset

v7

increased data on WP Desk

Generated on Dec 20, 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 87%
2364Images
Valid Set 8%
225Images
Test Set 4%
113Images

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 -25% and +25%
Mosaic: Applied