Dataset Versions

v1

sampah-plastik-v1

Generated on Jun 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 92%
3295Images
Valid Set 5%
196Images
Test Set 2%
87Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 320x320

Augmentations

Outputs per training example: 5
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 27% Maximum Zoom
Rotation: Between -14° and +14°
Shear: ±15° Horizontal, ±14° Vertical
Grayscale: Apply to 20% of images
Hue: Between -23° and +23°
Saturation: Between -31% and +31%
Brightness: Between -24% and +24%
Exposure: Between -15% and +15%
Blur: Up to 4.1px
Noise: Up to 1.92% of pixels