Elio

screw head detection

Object Detection

screw head detection Image Dataset

v10

2024-05-06 12:37pm

Generated on May 6, 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.
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Dataset Split

Train Set 88%
531Images
Valid Set 8%
50Images
Test Set 4%
25Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 26% Maximum Zoom
Grayscale: Apply to 10% of images
Brightness: Between -20% and +20%
Exposure: Between -15% and +15%
Blur: Up to 2px
Noise: Up to 1.25% of pixels