SmartCamera

PersonTopViews

Object Detection

PersonTopViews Image Dataset

v1

Version 1 -2023-02-13 6-31pm

Generated on Feb 13, 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
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Dataset Split

Train Set 86%
123Images
Valid Set 10%
15Images
Test Set 3%
5Images

Preprocessing

Auto-Orient: Applied
Auto-Adjust Contrast: Using Contrast Stretching
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Rotation: Between -6° and +6°
Grayscale: Apply to 25% of images
Blur: Up to 5.75px
Noise: Up to 5% of pixels