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--- |
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license: apache-2.0 |
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metrics: |
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- accuracy |
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- f1 |
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base_model: |
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- google/vit-base-patch16-224-in21k |
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--- |
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Returns traffic sign with about 94% accuracy 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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 |
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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 0.9660 0.9827 206 |
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Children crossing 0.8583 1.0000 0.9238 206 |
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Danger Ahead 0.9810 1.0000 0.9904 206 |
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Dangerous curve to the left 0.7981 0.8293 0.8134 205 |
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Dangerous curve to the right 0.8182 0.7902 0.8040 205 |
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Dont Go Left 1.0000 0.9903 0.9951 206 |
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Dont Go Left or Right 1.0000 1.0000 1.0000 206 |
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Dont Go Right 1.0000 0.9610 0.9801 205 |
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Dont Go straight 1.0000 1.0000 1.0000 205 |
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Dont Go straight or left 0.9493 1.0000 0.9740 206 |
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Dont overtake from Left 0.9533 0.9903 0.9714 206 |
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Fences 0.9762 1.0000 0.9880 205 |
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Go Left 0.9844 0.9175 0.9497 206 |
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Go Left or right 0.8723 1.0000 0.9318 205 |
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Go Right 1.0000 0.9854 0.9926 205 |
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Go left or straight 0.7946 0.8683 0.8298 205 |
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Go right or straight 0.8920 0.7621 0.8220 206 |
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Go straight 0.9624 0.8689 0.9133 206 |
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Go straight or right 1.0000 0.8010 0.8895 206 |
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Heavy Vehicle Accidents 0.9579 1.0000 0.9785 205 |
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Horn 1.0000 1.0000 1.0000 206 |
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No Car 1.0000 1.0000 1.0000 205 |
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No Uturn 0.9856 1.0000 0.9928 206 |
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No entry 1.0000 1.0000 1.0000 205 |
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No horn 1.0000 1.0000 1.0000 205 |
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No stopping 0.9856 1.0000 0.9927 205 |
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Road Divider 1.0000 1.0000 1.0000 206 |
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Roundabout mandatory 0.9951 1.0000 0.9976 205 |
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Speed limit (15km/h) 1.0000 1.0000 1.0000 206 |
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Speed limit (30km/h) 0.9619 0.9806 0.9712 206 |
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Speed limit (40km/h) 0.9800 0.9515 0.9655 206 |
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Speed limit (50km/h) 0.9757 0.9757 0.9757 206 |
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Speed limit (5km/h) 1.0000 0.9951 0.9976 206 |
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Speed limit (60km/h) 1.0000 0.4126 0.5842 206 |
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Speed limit (70km/h) 1.0000 0.9466 0.9726 206 |
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Train Crossing 0.9671 1.0000 0.9833 206 |
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Under Construction 1.0000 0.9806 0.9902 206 |
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Unknown 1.0000 0.5415 0.7025 205 |
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Uturn 1.0000 1.0000 1.0000 205 |
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Zebra Crossing 0.9206 0.9563 0.9381 206 |
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ZigZag Curve 0.8047 1.0000 0.8918 206 |
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keep Left 0.7895 0.8010 0.7952 206 |
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keep Right 0.8565 0.9902 0.9186 205 |
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speed limit (80km/h) 0.6042 0.9854 0.7491 206 |
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watch out for cars 1.0000 1.0000 1.0000 205 |
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accuracy 0.9388 9252 |
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macro avg 0.9472 0.9388 0.9366 9252 |
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weighted avg 0.9472 0.9388 0.9366 9252 |
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``` |
