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trafikstardust

Object Detection

trafikstardust Image Dataset

v13

2024-04-02 11:25am

Generated on Apr 2, 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.
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Dataset Split

Train Set 71%
1380Images
Valid Set 15%
288Images
Test Set 15%
285Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Shear: ±9° Horizontal, ±9° Vertical
Saturation: Between -15% and +15%
Brightness: Between -11% and +11%
Exposure: Between -7% and +7%
Blur: Up to 1.8px
Noise: Up to 0.1% of pixels