CV

Model_Investigation

Object Detection

Model_Investigation Image Dataset

v11

2023-07-04 9:58am

Generated on Jul 4, 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 87%
699Images
Valid Set 8%
63Images
Test Set 5%
41Images

Preprocessing

Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Cutout: 5 boxes with 5% size each
Mosaic: Applied
Bounding Box: Crop: 0% Minimum Zoom, 20% Maximum Zoom
Bounding Box: Blur: Up to 1.75px
Bounding Box: Noise: Up to 1% of pixels
Aeroplane-terK-3GBq-1q3Q-Aeroplane-terK-ZATC-DivE-1ITN-XjO2
1645 images
Aeroplane-terK-3GBq-1q3Q-Aeroplane-terK-ZATC-DivE-1ITN-XjO2-wUF9
414 images
Aeroplane-terK-3GBq-1q3Q-Aeroplane-terK-ZATC-DivE
1645 images
Aeroplane-terK-3GBq-1q3Q-Aeroplane-terK-ZATC-DivE-eRVw
1005 images