FYP

3D printing defects

Object Detection

3D printing defects Image Dataset

v4

2024-01-25 11:08am

Generated on Jan 25, 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.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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Dataset Split

Train Set 88%
1464Images
Valid Set 8%
137Images
Test Set 4%
70Images

Preprocessing

Auto-Orient: Applied
Resize: Fill (with center crop) in 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 10% Maximum Zoom
under-over-extrusion-spaghetti
523 images
under-over-extrusion-spaghetti
588 images
3DPRINTS-0rTQ
1918 images