Tarp Project

r3

Object Detection

r3 Image Dataset

v2

2022-11-13 10:21pm

Generated on Nov 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 89%
5670Images
Valid Set 11%
709Images
Test Set %
0Images

Preprocessing

Auto-Orient: Applied
Modify Classes: 12 remapped, 0 dropped

Augmentations

Outputs per training example: 2
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Blur: Up to 2px
Noise: Up to 3% of pixels
Cutout: 4 boxes with 15% size each