Defect Detection

Fabric Defect Thesis

Object Detection

Fabric Defect Thesis Image Dataset

v2

2024-02-02 9:30pm

Generated on Feb 2, 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 97%
19704Images
Valid Set 2%
362Images
Test Set 1%
179Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Mosaic: Applied