Littering Dataset

v8

yolotiny

Generated on Jun 25, 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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Dataset Split

Train Set 86%
15000Images
Valid Set 7%
1168Images
Test Set 7%
1232Images

Preprocessing

Auto-Orient: Applied
Modify Classes: 5 remapped, 0 dropped

Augmentations

Outputs per training example: 2
Flip: Horizontal
Crop: 0% Minimum Zoom, 30% Maximum Zoom
Shear: ±15° Horizontal, ±15° Vertical
Grayscale: Apply to 10% of images
Hue: Between -25° and +25°
Bounding Box: Noise: Up to 5% of pixels