FYP

Dermatology Advisor

Object Detection

Dermatology Advisor Image Dataset

v2

2024-03-22 10:31pm

Generated on Mar 22, 2024

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 96%
17028Images
Valid Set 2%
318Images
Test Set 2%
327Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Histogram Equalization
Grayscale: Applied

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Rotation: Between -21° and +21°
Saturation: Between -40% and +40%
Brightness: Between -30% and +30%
Exposure: Between -20% and +20%
Blur: Up to 2.5px
Noise: Up to 2.48% of pixels