Machine learning project

Detecting mobile

Object Detection

Detecting mobile Image Dataset

v2

Helemt - Mobile Detecting 0.1

Generated on Mar 5, 2024

Popular Download Formats

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.
Other Formats
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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%