Accidentdetect

HighWayAccient

Object Detection

HighWayAccient Image Dataset

v5

2024-06-04 1:45pm

Generated on Jun 4, 2024

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

Train Set 82%
550Images
Valid Set 12%
79Images
Test Set 6%
38Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 2
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise
Grayscale: Apply to 15% of images
Hue: Between -15° and +15°
Blur: Up to 2.5px
Noise: Up to 1.01% of pixels
vehicle-1CL6-CsW3-C7vb
694 images
vehicle-1CL6-CsW3-C7vb-4qPR
692 images
vehicle
645 images