nkust

tool

Object Detection

tool Image Dataset

v9

2023-07-20 3:28pm

Generated on Jul 20, 2023

Popular Download Formats

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 92%
726Images
Valid Set 6%
45Images
Test Set 2%
15Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Hue: Between -180° and +180°
Saturation: Between -26% and +26%
Brightness: Between -25% and +25%
Exposure: Between -18% and +18%
Blur: Up to 2.5px
Noise: Up to 2% of pixels
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