brac university

human

Object Detection

human Image Dataset

v1

2023-08-25 6:35pm

Generated on Aug 25, 2023

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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 84%
456Images
Valid Set 10%
53Images
Test Set 7%
37Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Resize: Stretch to 416x416
Auto-Adjust Contrast: Using Adaptive Equalization

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Crop: 0% Minimum Zoom, 50% Maximum Zoom
Rotation: Between -21° and +21°
Saturation: Between -26% and +26%
Blur: Up to 0.5px
Noise: Up to 20% of pixels