AI deep learning on Metal AM Steel defects detection

Object Detection

Dataset Versions

v9

2023-12-18 9:52am

Generated on Dec 18, 2023

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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 85%
336Images
Valid Set 10%
40Images
Test Set 5%
20Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Adaptive Equalization
Grayscale: Applied

Augmentations

Outputs per training example: 3
Brightness: Between -25% and +25%
Bounding Box: Brightness: Between -25% and +25%

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