FYP

3D printing defects

Object Detection

3D printing defects Image Dataset

v6

2024-02-10 8:18pm

Generated on Feb 10, 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%
1710Images
Valid Set 8%
160Images
Test Set 4%
82Images

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
Hue: Between -15° and +15°
Brightness: Between -15% and +15%
Exposure: Between -10% and +10%