NBMachineVision

PCB Defect

Object Detection

PCB Defect Image Dataset

v1

2024-04-19 10:32pm

Generated on Apr 19, 2024

Popular Download Formats

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.
Other Formats
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Dataset Split

Train Set 96%
11549Images
Valid Set 3%
383Images
Test Set 1%
119Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
321
Tile
1791 images
PCB
123
all
1826 images
PCB
123
123-kjea
1973 images
ALL-DEFECTS
1917 images