D4MS

UglyDetector

Object Detection

UglyDetector Image Dataset

v3

2022-06-17 1:47pm

Generated on Jun 17, 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 86%
111Images
Valid Set 12%
15Images
Test Set 2%
3Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Rotation: Between -20° and +20°
Grayscale: Apply to 25% of images
Saturation: Between -41% and +41%
Exposure: Between -25% and +25%
Blur: Up to 1.5px
Bounding Box: Rotation: Between -15° and +15°
Bounding Box: Brightness: Between -25% and +25%
Bounding Box: Blur: Up to 3.5px