AI model for ceramic tile defect identification

Object Detection

Dataset Versions

v1

2024-03-30 8:34pm

Generated on Mar 30, 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 70%
495Images
Valid Set 20%
142Images
Test Set 10%
74Images

Preprocessing

Auto-Orient: Applied
Static Crop: 25-75% Horizontal Region, 25-75% Vertical Region
Resize: Stretch to 640x640

Augmentations

No augmentations were applied.

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