sel

kidney stone detection@

Object Detection

kidney stone detection@ Image Dataset

v2

2023-08-04 4:46am

Generated on Aug 4, 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.
Other Formats
Choose another format.

Dataset Split

Train Set 92%
8955Images
Valid Set 4%
375Images
Test Set 4%
378Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 250x250

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 12% Minimum Zoom, 12% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±15° Horizontal, ±15° Vertical
Grayscale: Apply to 65% of images
Hue: Between -116° and +116°
Brightness: Between 0% and +48%
Exposure: Between -3% and +3%
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Bounding Box: Brightness: Between -38% and +38%
Bounding Box: Exposure: Between -42% and +42%
Bounding Box: Noise: Up to 11% of pixels