metadata
license: apache-2.0
metrics:
- accuracy
- f1
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 0.9423 0.9703 52
Children crossing 0.6711 1.0000 0.8031 51
Danger Ahead 0.8254 1.0000 0.9043 52
Dangerous curve to the left 0.8400 0.4118 0.5526 51
Dangerous curve to the right 0.5636 0.6078 0.5849 51
Dont Go Left 0.8909 0.9608 0.9245 51
Dont Go Left or Right 0.6145 1.0000 0.7612 51
Dont Go Right 0.8367 0.7885 0.8119 52
Dont Go straight 1.0000 0.8235 0.9032 51
Dont Go straight or left 0.8611 0.5962 0.7045 52
Dont overtake from Left 0.9545 0.8235 0.8842 51
Fences 0.9808 1.0000 0.9903 51
Go Left 0.7931 0.8846 0.8364 52
Go Left or right 0.8000 0.4615 0.5854 52
Go Right 0.8197 0.9804 0.8929 51
Go left or straight 0.8571 0.4706 0.6076 51
Go right or straight 0.5714 0.1569 0.2462 51
Go straight 1.0000 0.2745 0.4308 51
Go straight or right 0.8696 0.7692 0.8163 52
Heavy Vehicle Accidents 0.9583 0.9020 0.9293 51
Horn 0.9444 1.0000 0.9714 51
No Car 0.9808 1.0000 0.9903 51
No Uturn 0.9057 0.9412 0.9231 51
No entry 0.6892 1.0000 0.8160 51
No horn 0.9455 1.0000 0.9720 52
No stopping 1.0000 1.0000 1.0000 51
Road Divider 1.0000 0.7115 0.8315 52
Roundabout mandatory 0.9811 1.0000 0.9905 52
Speed limit (15km/h) 0.9756 0.7843 0.8696 51
Speed limit (30km/h) 0.6901 0.9423 0.7967 52
Speed limit (40km/h) 0.6818 0.5882 0.6316 51
Speed limit (50km/h) 0.8919 0.6471 0.7500 51
Speed limit (5km/h) 0.8772 0.9804 0.9259 51
Speed limit (60km/h) 1.0000 0.1731 0.2951 52
Speed limit (70km/h) 0.8197 0.9615 0.8850 52
Train Crossing 0.8361 1.0000 0.9107 51
Under Construction 0.9778 0.8462 0.9072 52
Unknown 0.7917 0.3725 0.5067 51
Uturn 0.9630 1.0000 0.9811 52
Zebra Crossing 0.8077 0.8077 0.8077 52
ZigZag Curve 0.3542 1.0000 0.5231 51
keep Left 0.5312 0.6538 0.5862 52
keep Right 0.7400 0.7115 0.7255 52
speed limit (80km/h) 0.5385 0.9608 0.6901 51
watch out for cars 0.9804 0.9804 0.9804 51
accuracy 0.7981 2313
macro avg 0.8358 0.7981 0.7868 2313
weighted avg 0.8360 0.7981 0.7869 2313