Renz

Outliers

Object Detection

Outliers Image Dataset

v4

2022-05-18 10:16pm

Generated on May 18, 2022

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 82%
2558Images
Valid Set 12%
365Images
Test Set 6%
182Images

Preprocessing

Auto-Orient: Applied
Resize: Fit (white edges) in 1000x1000

Augmentations

Outputs per training example: 2
Hue: Between -3° and +3°
Saturation: Between -3% and +3%
Brightness: Between -3% and +3%
Exposure: Between -3% and +3%
Noise: Up to 1% of pixels

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