Create README.md
Browse files
README.md
ADDED
@@ -0,0 +1,67 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
license: apache-2.0
|
3 |
+
metrics:
|
4 |
+
- accuracy
|
5 |
+
- f1
|
6 |
+
---
|
7 |
+
Returns treffic sign given an image.
|
8 |
+
|
9 |
+
See https://www.kaggle.com/code/dima806/traffic-sign-detection-vit for more details.
|
10 |
+
|
11 |
+

|
12 |
+
|
13 |
+
```
|
14 |
+
Classification report:
|
15 |
+
|
16 |
+
precision recall f1-score support
|
17 |
+
|
18 |
+
Bicycles crossing 1.0000 0.9423 0.9703 52
|
19 |
+
Children crossing 0.6711 1.0000 0.8031 51
|
20 |
+
Danger Ahead 0.8254 1.0000 0.9043 52
|
21 |
+
Dangerous curve to the left 0.8400 0.4118 0.5526 51
|
22 |
+
Dangerous curve to the right 0.5636 0.6078 0.5849 51
|
23 |
+
Dont Go Left 0.8909 0.9608 0.9245 51
|
24 |
+
Dont Go Left or Right 0.6145 1.0000 0.7612 51
|
25 |
+
Dont Go Right 0.8367 0.7885 0.8119 52
|
26 |
+
Dont Go straight 1.0000 0.8235 0.9032 51
|
27 |
+
Dont Go straight or left 0.8611 0.5962 0.7045 52
|
28 |
+
Dont overtake from Left 0.9545 0.8235 0.8842 51
|
29 |
+
Fences 0.9808 1.0000 0.9903 51
|
30 |
+
Go Left 0.7931 0.8846 0.8364 52
|
31 |
+
Go Left or right 0.8000 0.4615 0.5854 52
|
32 |
+
Go Right 0.8197 0.9804 0.8929 51
|
33 |
+
Go left or straight 0.8571 0.4706 0.6076 51
|
34 |
+
Go right or straight 0.5714 0.1569 0.2462 51
|
35 |
+
Go straight 1.0000 0.2745 0.4308 51
|
36 |
+
Go straight or right 0.8696 0.7692 0.8163 52
|
37 |
+
Heavy Vehicle Accidents 0.9583 0.9020 0.9293 51
|
38 |
+
Horn 0.9444 1.0000 0.9714 51
|
39 |
+
No Car 0.9808 1.0000 0.9903 51
|
40 |
+
No Uturn 0.9057 0.9412 0.9231 51
|
41 |
+
No entry 0.6892 1.0000 0.8160 51
|
42 |
+
No horn 0.9455 1.0000 0.9720 52
|
43 |
+
No stopping 1.0000 1.0000 1.0000 51
|
44 |
+
Road Divider 1.0000 0.7115 0.8315 52
|
45 |
+
Roundabout mandatory 0.9811 1.0000 0.9905 52
|
46 |
+
Speed limit (15km/h) 0.9756 0.7843 0.8696 51
|
47 |
+
Speed limit (30km/h) 0.6901 0.9423 0.7967 52
|
48 |
+
Speed limit (40km/h) 0.6818 0.5882 0.6316 51
|
49 |
+
Speed limit (50km/h) 0.8919 0.6471 0.7500 51
|
50 |
+
Speed limit (5km/h) 0.8772 0.9804 0.9259 51
|
51 |
+
Speed limit (60km/h) 1.0000 0.1731 0.2951 52
|
52 |
+
Speed limit (70km/h) 0.8197 0.9615 0.8850 52
|
53 |
+
Train Crossing 0.8361 1.0000 0.9107 51
|
54 |
+
Under Construction 0.9778 0.8462 0.9072 52
|
55 |
+
Unknown 0.7917 0.3725 0.5067 51
|
56 |
+
Uturn 0.9630 1.0000 0.9811 52
|
57 |
+
Zebra Crossing 0.8077 0.8077 0.8077 52
|
58 |
+
ZigZag Curve 0.3542 1.0000 0.5231 51
|
59 |
+
keep Left 0.5312 0.6538 0.5862 52
|
60 |
+
keep Right 0.7400 0.7115 0.7255 52
|
61 |
+
speed limit (80km/h) 0.5385 0.9608 0.6901 51
|
62 |
+
watch out for cars 0.9804 0.9804 0.9804 51
|
63 |
+
|
64 |
+
accuracy 0.7981 2313
|
65 |
+
macro avg 0.8358 0.7981 0.7868 2313
|
66 |
+
weighted avg 0.8360 0.7981 0.7869 2313
|
67 |
+
```
|