ThesisObjectPos

HumanZombie

Object Detection

HumanZombie Image Dataset

v4

HZ04

Generated on Jul 10, 2022

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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 100%
123Images
Valid Set %
0Images
Test Set %
0Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Crop: 16% Minimum Zoom, 54% Maximum Zoom
Brightness: Between -48% and +48%
Exposure: Between -25% and +25%
Noise: Up to 5% of pixels
Bounding Box: Noise: Up to 24% of pixels