Antonio Delgado

FireVision

Object Detection

FireVision Image Dataset

v9

2023-08-31 1:48pm

Generated on Aug 31, 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 84%
3270Images
Valid Set 7%
270Images
Test Set 9%
340Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Saturation: Between -30% and +30%
Brightness: Between -20% and +20%
Exposure: Between -25% and +25%
Blur: Up to 2px
Noise: Up to 5% of pixels
Mosaic: Applied