Alexandr Kolesnikov

UML SD

Object Detection

UML SD Image Dataset

v9

2023-12-16 11:37pm

Generated on Dec 16, 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.
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Dataset Split

Train Set 91%
1515Images
Valid Set 6%
100Images
Test Set 3%
50Images

Preprocessing

Resize: Fit within 640x640
Grayscale: Applied
Modify Classes: 0 remapped, 1 dropped

Augmentations

Outputs per training example: 3
Exposure: Between -15% and +15%
Blur: Up to 2px
Noise: Up to 2% of pixels