v5

2024-07-15 8:57am

Generated on Jul 15, 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 75%
12Images
Valid Set 25%
4Images
Test Set %
0Images

Preprocessing

Auto-Orient: Applied
Dynamic Crop: Class: Hann
Auto-Adjust Contrast: Using Adaptive Equalization
Tile: 2 rows x 2 columns

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Grayscale: Apply to 15% of images
Hue: Between -15° and +15°
Noise: Up to 0.1% of pixels
Mosaic: Applied
Bounding Box: Blur: Up to 2.5px

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