QUT

Test

Object Detection

Test Image Dataset

v7

2022-10-13 4:28pm

Generated on Oct 13, 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 82%
822Images
Valid Set 9%
91Images
Test Set 9%
93Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x480
Modify Classes: 0 remapped, 1 dropped

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 60% Maximum Zoom
Hue: Between -20° and +20°
Saturation: Between -32% and +32%
Brightness: Between -39% and +39%
Exposure: Between -12% and +12%
Blur: Up to 2px
Noise: Up to 10% of pixels
Bounding Box: Blur: Up to 1.5px
Bounding Box: Noise: Up to 4% of pixels
fire-extinguisher-valves
2105 images
FireExtinguisher-Levers
2824 images
Extinguisher
523 images