FaultsDetection

EL_PV_Faults

Object Detection

EL_PV_Faults Image Dataset

v3

2024-02-07 2:27pm

Generated on Feb 7, 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 87%
1785Images
Valid Set 8%
173Images
Test Set 4%
87Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
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