Tai wan

;

Object Detection

; Image Dataset

v2

2022-03-24 9:45pm

Generated on Mar 25, 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 84%
54Images
Valid Set 8%
5Images
Test Set 8%
5Images

Preprocessing

Auto-Orient: Applied
Static Crop: 82-100% Horizontal Region, 2-33% Vertical Region
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 21% Maximum Zoom
Hue: Between -41° and +41°
Brightness: Between -18% and +18%
Noise: Up to 4% of pixels
Cutout: 25 boxes with 2% size each
Mosaic: Applied

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