Returns treffic sign given an image.
See https://www.kaggle.com/code/dima806/traffic-sign-detection-vit for more details.
Classification report:
precision recall f1-score support
Bicycles crossing 1.0000 0.9660 0.9827 206
Children crossing 0.8583 1.0000 0.9238 206
Danger Ahead 0.9810 1.0000 0.9904 206
Dangerous curve to the left 0.7981 0.8293 0.8134 205
Dangerous curve to the right 0.8182 0.7902 0.8040 205
Dont Go Left 1.0000 0.9903 0.9951 206
Dont Go Left or Right 1.0000 1.0000 1.0000 206
Dont Go Right 1.0000 0.9610 0.9801 205
Dont Go straight 1.0000 1.0000 1.0000 205
Dont Go straight or left 0.9493 1.0000 0.9740 206
Dont overtake from Left 0.9533 0.9903 0.9714 206
Fences 0.9762 1.0000 0.9880 205
Go Left 0.9844 0.9175 0.9497 206
Go Left or right 0.8723 1.0000 0.9318 205
Go Right 1.0000 0.9854 0.9926 205
Go left or straight 0.7946 0.8683 0.8298 205
Go right or straight 0.8920 0.7621 0.8220 206
Go straight 0.9624 0.8689 0.9133 206
Go straight or right 1.0000 0.8010 0.8895 206
Heavy Vehicle Accidents 0.9579 1.0000 0.9785 205
Horn 1.0000 1.0000 1.0000 206
No Car 1.0000 1.0000 1.0000 205
No Uturn 0.9856 1.0000 0.9928 206
No entry 1.0000 1.0000 1.0000 205
No horn 1.0000 1.0000 1.0000 205
No stopping 0.9856 1.0000 0.9927 205
Road Divider 1.0000 1.0000 1.0000 206
Roundabout mandatory 0.9951 1.0000 0.9976 205
Speed limit (15km/h) 1.0000 1.0000 1.0000 206
Speed limit (30km/h) 0.9619 0.9806 0.9712 206
Speed limit (40km/h) 0.9800 0.9515 0.9655 206
Speed limit (50km/h) 0.9757 0.9757 0.9757 206
Speed limit (5km/h) 1.0000 0.9951 0.9976 206
Speed limit (60km/h) 1.0000 0.4126 0.5842 206
Speed limit (70km/h) 1.0000 0.9466 0.9726 206
Train Crossing 0.9671 1.0000 0.9833 206
Under Construction 1.0000 0.9806 0.9902 206
Unknown 1.0000 0.5415 0.7025 205
Uturn 1.0000 1.0000 1.0000 205
Zebra Crossing 0.9206 0.9563 0.9381 206
ZigZag Curve 0.8047 1.0000 0.8918 206
keep Left 0.7895 0.8010 0.7952 206
keep Right 0.8565 0.9902 0.9186 205
speed limit (80km/h) 0.6042 0.9854 0.7491 206
watch out for cars 1.0000 1.0000 1.0000 205
accuracy 0.9388 9252
macro avg 0.9472 0.9388 0.9366 9252
weighted avg 0.9472 0.9388 0.9366 9252
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