Classification Model for Waste Materials in Residential Areas

Object Detection

Dataset Versions

v3

2023-04-21 11:09pm

Generated on Apr 21, 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
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Dataset Split

Train Set 69%
6062Images
Valid Set 21%
1870Images
Test Set 10%
869Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Modify Classes: 1 remapped, 0 dropped

Augmentations

Outputs per training example: 1
Hue: Between -90° and +90°
Brightness: Between -25% and +25%
Exposure: Between -25% and +25%
Noise: Up to 5% of pixels
Mosaic: Applied