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dima806
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traffic_sign_detection

Image Classification
Transformers
Safetensors
vit
Inference Endpoints
Model card Files Community
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@@ -8,60 +8,60 @@ Returns treffic sign given an image.
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  See https://www.kaggle.com/code/dima806/traffic-sign-detection-vit for more details.
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- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6449300e3adf50d864095b90/JPmIZeGe78Um8BNqU2wTY.png)
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  ```
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  Classification report:
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  precision recall f1-score support
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- Bicycles crossing 1.0000 0.9515 0.9751 103
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- Children crossing 0.7984 1.0000 0.8879 103
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- Danger Ahead 0.9444 1.0000 0.9714 102
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- Dangerous curve to the left 0.8256 0.6893 0.7513 103
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- Dangerous curve to the right 0.7455 0.7961 0.7700 103
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- Dont Go Left 1.0000 0.9806 0.9902 103
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- Dont Go Left or Right 0.9364 1.0000 0.9671 103
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- Dont Go Right 0.9439 0.9806 0.9619 103
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- Dont Go straight 1.0000 1.0000 1.0000 102
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- Dont Go straight or left 0.9600 0.9320 0.9458 103
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- Dont overtake from Left 0.9612 0.9706 0.9659 102
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- Fences 0.9364 1.0000 0.9671 103
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- Go Left 0.9688 0.9118 0.9394 102
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- Go Left or right 0.8037 0.8350 0.8190 103
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- Go Right 0.8696 0.9709 0.9174 103
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- Go left or straight 0.7652 0.8627 0.8111 102
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- Go right or straight 0.9286 0.5049 0.6541 103
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- Go straight 0.8947 0.6667 0.7640 102
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- Go straight or right 1.0000 0.6990 0.8229 103
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- Heavy Vehicle Accidents 0.9717 1.0000 0.9856 103
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- Horn 1.0000 1.0000 1.0000 103
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- No Car 1.0000 1.0000 1.0000 103
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- No Uturn 0.9623 1.0000 0.9808 102
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- No entry 0.9450 1.0000 0.9717 103
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- No horn 1.0000 1.0000 1.0000 103
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- No stopping 0.9810 1.0000 0.9904 103
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- Road Divider 1.0000 1.0000 1.0000 103
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- Roundabout mandatory 0.9904 1.0000 0.9952 103
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- Speed limit (15km/h) 1.0000 0.9320 0.9648 103
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- Speed limit (30km/h) 0.8938 0.9806 0.9352 103
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- Speed limit (40km/h) 0.8889 0.8544 0.8713 103
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- Speed limit (50km/h) 0.9677 0.8738 0.9184 103
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- Speed limit (5km/h) 1.0000 0.9903 0.9951 103
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- Speed limit (60km/h) 1.0000 0.3981 0.5694 103
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- Speed limit (70km/h) 0.9900 0.9612 0.9754 103
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- Train Crossing 0.9533 1.0000 0.9761 102
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- Under Construction 1.0000 0.9126 0.9543 103
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- Unknown 1.0000 0.4951 0.6623 103
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- Uturn 1.0000 1.0000 1.0000 103
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- Zebra Crossing 0.9505 0.9320 0.9412 103
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- ZigZag Curve 0.5896 1.0000 0.7418 102
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- keep Left 0.6423 0.7670 0.6991 103
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- keep Right 0.8704 0.9126 0.8910 103
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- speed limit (80km/h) 0.5795 0.9903 0.7312 103
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- watch out for cars 1.0000 1.0000 1.0000 103
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- accuracy 0.9055 4626
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- macro avg 0.9213 0.9056 0.9029 4626
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- weighted avg 0.9214 0.9055 0.9029 4626
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  ```
 
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  See https://www.kaggle.com/code/dima806/traffic-sign-detection-vit for more details.
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6449300e3adf50d864095b90/a9F7nAspWFdv4jCYo8G8W.png)
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  ```
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  Classification report:
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  precision recall f1-score support
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+ Bicycles crossing 1.0000 0.9612 0.9802 206
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+ Children crossing 0.8306 1.0000 0.9075 206
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+ Danger Ahead 0.9537 1.0000 0.9763 206
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+ Dangerous curve to the left 0.8444 0.7379 0.7876 206
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+ Dangerous curve to the right 0.7364 0.7864 0.7606 206
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+ Dont Go Left 1.0000 0.9854 0.9926 205
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+ Dont Go Left or Right 0.9111 1.0000 0.9535 205
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+ Dont Go Right 0.9663 0.9805 0.9734 205
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+ Dont Go straight 1.0000 1.0000 1.0000 206
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+ Dont Go straight or left 0.9391 0.9024 0.9204 205
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+ Dont overtake from Left 0.9665 0.9854 0.9758 205
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+ Fences 0.9763 1.0000 0.9880 206
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+ Go Left 0.9785 0.8835 0.9286 206
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+ Go Left or right 0.8784 0.9466 0.9112 206
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+ Go Right 1.0000 0.9806 0.9902 206
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+ Go left or straight 0.7550 0.9171 0.8282 205
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+ Go right or straight 0.9241 0.6505 0.7635 206
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+ Go straight 0.9518 0.7670 0.8495 206
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+ Go straight or right 1.0000 0.7756 0.8736 205
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+ Heavy Vehicle Accidents 0.9763 1.0000 0.9880 206
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+ Horn 1.0000 1.0000 1.0000 206
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+ No Car 1.0000 1.0000 1.0000 206
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+ No Uturn 0.9810 1.0000 0.9904 206
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+ No entry 0.9624 1.0000 0.9809 205
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+ No horn 1.0000 1.0000 1.0000 206
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+ No stopping 0.9903 1.0000 0.9951 205
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+ Road Divider 1.0000 1.0000 1.0000 206
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+ Roundabout mandatory 0.9856 1.0000 0.9928 206
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+ Speed limit (15km/h) 1.0000 0.9415 0.9698 205
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+ Speed limit (30km/h) 0.9306 0.9757 0.9526 206
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+ Speed limit (40km/h) 0.9133 0.8689 0.8905 206
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+ Speed limit (50km/h) 0.9552 0.9366 0.9458 205
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+ Speed limit (5km/h) 1.0000 0.9854 0.9926 205
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+ Speed limit (60km/h) 1.0000 0.4078 0.5793 206
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+ Speed limit (70km/h) 1.0000 0.9659 0.9826 205
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+ Train Crossing 0.9762 1.0000 0.9880 205
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+ Under Construction 1.0000 0.9078 0.9517 206
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+ Unknown 1.0000 0.5317 0.6943 205
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+ Uturn 1.0000 1.0000 1.0000 205
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+ Zebra Crossing 0.8919 0.9612 0.9252 206
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+ ZigZag Curve 0.7410 1.0000 0.8512 206
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+ keep Left 0.6962 0.8010 0.7449 206
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+ keep Right 0.8151 0.9463 0.8758 205
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+ speed limit (80km/h) 0.5862 0.9903 0.7365 206
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+ watch out for cars 1.0000 1.0000 1.0000 205
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+ accuracy 0.9217 9252
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+ macro avg 0.9336 0.9218 0.9198 9252
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+ weighted avg 0.9336 0.9217 0.9197 9252
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  ```