thesis

fresh egg

Object Detection

fresh egg Image Dataset

v1

2024-04-10 1:56pm

Generated on Apr 10, 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.
CreateML JSON
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Dataset Split

Train Set 85%
228Images
Valid Set 10%
28Images
Test Set 4%
12Images

Preprocessing

Auto-Orient: Applied
Static Crop: 25-75% Horizontal Region, 15-75% Vertical Region
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Contrast Stretching

Augmentations

Outputs per training example: 3
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise
Blur: Up to 4px