Lamar university

id

Object Detection

id Image Dataset

v13

2024-04-16 7:15pm

Generated on Apr 17, 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 85%
25872Images
Valid Set 5%
1543Images
Test Set 10%
3085Images

Preprocessing

Auto-Orient: Applied
Resize: Fit (black edges) in 640x640

Augmentations

Outputs per training example: 7
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise
Rotation: Between -5° and +5°
Shear: ±1° Horizontal, ±2° Vertical
Brightness: Between -12% and +12%
Blur: Up to 0.4px