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My Thesis

Object Detection

My Thesis Image Dataset

v10

2022-08-13 3:59am

Generated on Aug 12, 2022

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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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CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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Dataset Split

Train Set 91%
882Images
Valid Set 5%
50Images
Test Set 4%
38Images

Preprocessing

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

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise
Rotation: Between -8° and +8°
Shear: ±5° Horizontal, ±5° Vertical
Noise: Up to 2% of pixels