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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/nXhHoEkTAJ3axW9P9rNg_.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 0.9423 0.9703 52
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- Children crossing 0.6711 1.0000 0.8031 51
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- Danger Ahead 0.8254 1.0000 0.9043 52
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- Dangerous curve to the left 0.8400 0.4118 0.5526 51
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- Dangerous curve to the right 0.5636 0.6078 0.5849 51
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- Dont Go Left 0.8909 0.9608 0.9245 51
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- Dont Go Left or Right 0.6145 1.0000 0.7612 51
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- Dont Go Right 0.8367 0.7885 0.8119 52
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- Dont Go straight 1.0000 0.8235 0.9032 51
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- Dont Go straight or left 0.8611 0.5962 0.7045 52
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- Dont overtake from Left 0.9545 0.8235 0.8842 51
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- Fences 0.9808 1.0000 0.9903 51
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- Go Left 0.7931 0.8846 0.8364 52
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- Go Left or right 0.8000 0.4615 0.5854 52
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- Go Right 0.8197 0.9804 0.8929 51
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- Go left or straight 0.8571 0.4706 0.6076 51
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- Go right or straight 0.5714 0.1569 0.2462 51
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- Go straight 1.0000 0.2745 0.4308 51
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- Go straight or right 0.8696 0.7692 0.8163 52
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- Heavy Vehicle Accidents 0.9583 0.9020 0.9293 51
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- Horn 0.9444 1.0000 0.9714 51
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- No Car 0.9808 1.0000 0.9903 51
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- No Uturn 0.9057 0.9412 0.9231 51
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- No entry 0.6892 1.0000 0.8160 51
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- No horn 0.9455 1.0000 0.9720 52
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- No stopping 1.0000 1.0000 1.0000 51
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- Road Divider 1.0000 0.7115 0.8315 52
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- Roundabout mandatory 0.9811 1.0000 0.9905 52
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- Speed limit (15km/h) 0.9756 0.7843 0.8696 51
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- Speed limit (30km/h) 0.6901 0.9423 0.7967 52
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- Speed limit (40km/h) 0.6818 0.5882 0.6316 51
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- Speed limit (50km/h) 0.8919 0.6471 0.7500 51
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- Speed limit (5km/h) 0.8772 0.9804 0.9259 51
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- Speed limit (60km/h) 1.0000 0.1731 0.2951 52
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- Speed limit (70km/h) 0.8197 0.9615 0.8850 52
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- Train Crossing 0.8361 1.0000 0.9107 51
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- Under Construction 0.9778 0.8462 0.9072 52
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- Unknown 0.7917 0.3725 0.5067 51
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- Uturn 0.9630 1.0000 0.9811 52
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- Zebra Crossing 0.8077 0.8077 0.8077 52
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- ZigZag Curve 0.3542 1.0000 0.5231 51
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- keep Left 0.5312 0.6538 0.5862 52
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- keep Right 0.7400 0.7115 0.7255 52
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- speed limit (80km/h) 0.5385 0.9608 0.6901 51
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- watch out for cars 0.9804 0.9804 0.9804 51
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- accuracy 0.7981 2313
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- macro avg 0.8358 0.7981 0.7868 2313
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- weighted avg 0.8360 0.7981 0.7869 2313
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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/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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  ```