Mohcine EL HARRAS

Réseau électrique

Object Detection

Réseau électrique Image Dataset

v6

reseau_V2

Generated on Feb 22, 2022

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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 82%
345Images
Valid Set 10%
42Images
Test Set 8%
32Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise
Crop: 0% Minimum Zoom, 5% Maximum Zoom
Shear: ±5° Horizontal, ±5° Vertical
Grayscale: Apply to 10% of images
Brightness: Between -25% and +25%
Noise: Up to 2% of pixels
Cutout: 5 boxes with 5% size each
Mosaic: Applied
Bounding Box: Shear: ±3° Horizontal, ±3° Vertical
Bounding Box: Brightness: Between -5% and +5%
Bounding Box: Blur: Up to 2.5px