JIMIN YOON

Marine3

Object Detection

Marine3 Image Dataset

v10

2022-06-13 11:31pm

Generated on Jun 13, 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 88%
7003Images
Valid Set 8%
663Images
Test Set 4%
332Images

Preprocessing

Auto-Orient: Applied
Resize: Fit within 416x416
Modify Classes: 8 remapped, 6 dropped

Augmentations

Outputs per training example: 3
Grayscale: Apply to 40% of images
Bounding Box: Noise: Up to 12% of pixels