Trash Detection

Aeriel Trash Detection

Object Detection

Aeriel Trash Detection Image Dataset

v5

2023-11-03 12:33am

Generated on Nov 3, 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 92%
28269Images
Valid Set 4%
1152Images
Test Set 4%
1170Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Tile: 3 rows x 3 columns
Modify Classes: 63 remapped, 0 dropped

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 10% Maximum Zoom
Brightness: Between -10% and +10%
Noise: Up to 2% of pixels