EGH455 Team 17

UVA_Images

Object Detection

UVA_Images Image Dataset

v6

2022-08-31 9:42am

Generated on Aug 30, 2022

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 84%
1077Images
Valid Set 9%
114Images
Test Set 7%
92Images

Preprocessing

No preprocessing steps were applied.

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -15° and +15°
Shear: ±15° Horizontal, ±15° Vertical
Grayscale: Apply to 10% of images
Noise: Up to 3% of pixels
QUT
Fire-extinguishers
458 images
fire-extinguisher-valves
2105 images
QUT
fire-extinguisher
520 images
FireExtinguisher-Levers
2824 images