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Augmented dataset

Object Detection

Augmented dataset Image Dataset

Versions
2023-07-31 4:44pm
v2
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a year ago
2023-07-31 4:40pm
v1
·
a year ago
v2

2023-07-31 4:44pm

Generated on Jul 31, 2023
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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
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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182 Total Images

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Dataset Split

Train Set 87%
159Images
Valid Set 8%
15Images
Test Set 4%
8Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Grayscale: Apply to 49% of images
Hue: Between -50° and +50°
Saturation: Between -25% and +25%
Noise: Up to 10% of pixels