dima806's picture
Update README.md
d7740e1 verified
|
raw
history blame
3.76 kB
metadata
license: apache-2.0
metrics:
  - accuracy
  - f1

Returns treffic sign given an image.

image/png

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    0.9512    0.9750       205
           Children crossing     0.8306    1.0000    0.9075       206
                Danger Ahead     0.9581    1.0000    0.9786       206
 Dangerous curve to the left     0.8019    0.8252    0.8134       206
Dangerous curve to the right     0.8057    0.8252    0.8153       206
                Dont Go Left     1.0000    0.9854    0.9927       206
       Dont Go Left or Right     1.0000    1.0000    1.0000       205
               Dont Go Right     0.9758    0.9854    0.9806       205
            Dont Go straight     1.0000    1.0000    1.0000       206
    Dont Go straight or left     0.9406    1.0000    0.9694       206
     Dont overtake from Left     0.9712    0.9806    0.9758       206
                      Fences     0.9810    1.0000    0.9904       206
                     Go Left     0.9895    0.9175    0.9521       206
            Go Left or right     0.8789    0.9561    0.9159       205
                    Go Right     1.0000    0.9903    0.9951       206
         Go left or straight     0.8000    0.8976    0.8460       205
        Go right or straight     0.9108    0.6942    0.7879       206
                 Go straight     0.9286    0.7610    0.8365       205
        Go straight or right     1.0000    0.7816    0.8774       206
     Heavy Vehicle Accidents     0.9856    1.0000    0.9928       206
                        Horn     1.0000    1.0000    1.0000       206
                      No Car     1.0000    1.0000    1.0000       205
                    No Uturn     0.9762    1.0000    0.9880       205
                    No entry     1.0000    1.0000    1.0000       205
                     No horn     1.0000    1.0000    1.0000       205
                 No stopping     0.9952    1.0000    0.9976       206
                Road Divider     1.0000    1.0000    1.0000       206
        Roundabout mandatory     0.9856    1.0000    0.9928       206
        Speed limit (15km/h)     1.0000    1.0000    1.0000       206
        Speed limit (30km/h)     0.9224    0.9806    0.9506       206
        Speed limit (40km/h)     0.9791    0.9078    0.9421       206
        Speed limit (50km/h)     0.9794    0.9268    0.9524       205
         Speed limit (5km/h)     1.0000    0.9854    0.9926       205
        Speed limit (60km/h)     1.0000    0.4341    0.6054       205
        Speed limit (70km/h)     0.9851    0.9707    0.9779       205
              Train Crossing     0.9810    1.0000    0.9904       206
          Under Construction     1.0000    0.9902    0.9951       205
                     Unknown     1.0000    0.5680    0.7245       206
                       Uturn     1.0000    1.0000    1.0000       206
              Zebra Crossing     0.9333    0.9561    0.9446       205
                ZigZag Curve     0.8039    1.0000    0.8913       205
                   keep Left     0.7155    0.8058    0.7580       206
                  keep Right     0.8458    0.9854    0.9103       206
        speed limit (80km/h)     0.6060    0.9902    0.7519       205
          watch out for cars     1.0000    1.0000    1.0000       206

                    accuracy                         0.9345      9252
                   macro avg     0.9437    0.9345    0.9326      9252
                weighted avg     0.9437    0.9345    0.9326      9252