Andrew

Fire and Smoke Dataset

Object Detection

Fire and Smoke Dataset Image Dataset

v6

2022-08-10 5:59pm

Generated on Aug 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.
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CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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Dataset Split

Train Set 87%
13500Images
Valid Set 9%
1336Images
Test Set 4%
643Images

Preprocessing

Resize: Fit within 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
Rotation: Between -11° and +11°
Shear: ±8° Horizontal, ±7° Vertical
Saturation: Between -15% and +15%
Exposure: Between -5% and +5%
Blur: Up to 0.25px