Data Science

Motorcycle Driver Pose/Detection

Object Detection

Motorcycle Driver Pose/Detection Image Dataset

v1

2024-04-17 1:51pm

Generated on Apr 17, 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.
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Dataset Split

Train Set 87%
1397Images
Valid Set 8%
131Images
Test Set 5%
76Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Filter Null: Require at least 50% of images to contain annotations.

Augmentations

Outputs per training example: 3
Grayscale: Apply to 10% of images
Brightness: Between -15% and +15%
Blur: Up to 1.5px
Noise: Up to 0.18% of pixels