AUV Project

Qualification_GATE

Object Detection

Qualification_GATE Image Dataset

v9

Qualification_Gate_V5

Generated on Jun 9, 2022

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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 69%
3561Images
Valid Set 20%
1052Images
Test Set 11%
565Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416
Modify Classes: 0 remapped, 1 dropped

Augmentations

Outputs per training example: 1
Brightness: Between -30% and +30%
Blur: Up to 2.5px