50km Dataset

v9

2024-07-17 2:29pm

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

Train Set 87%
123Images
Valid Set 9%
12Images
Test Set 4%
6Images

Preprocessing

Auto-Adjust Contrast: Using Contrast Stretching

Augmentations

Outputs per training example: 3
Grayscale: Apply to 15% of images
Noise: Up to 1.45% of pixels
Cutout: 9 boxes with 11% size each
Bounding Box: Blur: Up to 3.5px
Bounding Box: Noise: Up to 0.1% of pixels

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