Dataset Versions

v2

Helemt - Mobile Detecting 0.1

Generated on Mar 5, 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 88%
1644Images
Valid Set 8%
156Images
Test Set 4%
76Images

Preprocessing

Auto-Orient: Applied
Static Crop: 2-100% Horizontal Region, 0-100% Vertical Region
Resize: Stretch to 640x640
Tile: 2 rows x 2 columns

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise
Saturation: Between -25% and +25%
Cutout: 2 boxes with 51% size each
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise
Bounding Box: Brightness: Between -15% and +15%

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