FaultsDetection

EL_PV_Faults

Object Detection

EL_PV_Faults Image Dataset

v2

2024-02-01 12:04am

Generated on Jan 31, 2024

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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.
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Dataset Split

Train Set 88%
1818Images
Valid Set 8%
172Images
Test Set 4%
87Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Noise: Up to 0.1% of pixels
Parallel to busbar Perpendicular to busbar Dendritic micro crack Deep Crack Diagonal micro crack no fault cell
1478 images
No fault cell, Diagonal micro Crack, Deep Crack, Perpindicular to busbar, Parallel to busbar Dendritic micro crack,
1478 images
Parallel to busbar, Perpendicular to busbar, Dendritic micro crack, Deep Crack, Diagonal micro crack, no fault cell
1478 images