UJI thesis

FIRE

Object Detection

FIRE Image Dataset

v1

2023-03-20 4:35pm

Generated on Mar 20, 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.
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Dataset Split

Train Set 86%
1826Images
Valid Set 11%
232Images
Test Set 3%
74Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 2
Flip: Horizontal
Crop: 0% Minimum Zoom, 38% Maximum Zoom
Hue: Between -31° and +31°
Exposure: Between -25% and +25%
Blur: Up to 1.75px
Noise: Up to 5% of pixels