CV

Model_Investigation

Object Detection

Model_Investigation Image Dataset

v5

2023-06-27 4:04pm

Generated on Jun 27, 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 86%
3768Images
Valid Set 8%
348Images
Test Set 6%
280Images

Preprocessing

Isolate Objects: Applied
Tile: 2 rows x 2 columns

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 25% Maximum Zoom
Blur: Up to 6.25px
Noise: Up to 1% of pixels
Bounding Box: Blur: Up to 2.5px
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