car plate

symbols_only

Object Detection

symbols_only Image Dataset

v2

2023-09-16 4:54pm

Generated on Sep 16, 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 95%
1539Images
Valid Set 4%
58Images
Test Set 2%
26Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Modify Classes: 6 remapped, 1 dropped

Augmentations

Outputs per training example: 3
Rotation: Between -45° and +45°
Grayscale: Apply to 100% of images
Bounding Box: Rotation: Between -45° and +45°
Bounding Box: Blur: Up to 25px
Bounding Box: Noise: Up to 25% of pixels
circles-squares-crosses-triangle
510 images
momen_symbol_only
510 images
square-circle-triangle-cross
70 images
cross-rectangle-triangle-circle
116 images