enset

traffic-sign detection

Object Detection

traffic-sign detection Image Dataset

v1

2023-08-08 4:06pm

Generated on Aug 8, 2023

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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 92%
2100Images
Valid Set 6%
131Images
Test Set 2%
44Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Filter Null: Require at least 70% of images to contain annotations.

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise
Rotation: Between -28° and +28°
Noise: Up to 3% of pixels