Dataset Versions

v2

2024-12-25 10:18pm

Generated on Dec 25, 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.
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Dataset Split

Train Set 91%
819Images
Valid Set 5%
47Images
Test Set 4%
38Images

Preprocessing

Auto-Orient: Applied
Dynamic Crop: Class: Dissecting-forceps
Resize: Stretch to 640x480
Auto-Adjust Contrast: Using Adaptive Equalization

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Brightness: Between -15% and +15%
Exposure: Between -10% and +10%