Dataset Versions

v1

Person On Bike

Generated on Aug 5, 2021

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 88%
168Images
Valid Set 9%
17Images
Test Set 4%
7Images

Preprocessing

Auto-Orient: Applied
Static Crop: 25-75% Horizontal Region, 40-80% Vertical Region
Resize: Stretch to 416x416
Auto-Adjust Contrast: Using Histogram Equalization
Modify Classes: 2 remapped, 1 dropped
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Brightness: Between -30% and +30%
Blur: Up to 0.5px

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