Exhaust Detection

exhaust

Object Detection

exhaust Image Dataset

v4

2023-03-06 11:15am

Generated on Mar 6, 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%
129Images
Valid Set 12%
19Images
Test Set 3%
5Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Shear: ±18° Horizontal, ±15° Vertical
Mosaic: Applied
Bounding Box: Exposure: Between -50% and +50%
Bounding Box: Noise: Up to 10% of pixels