Hugging Face's logo

dima806
/
traffic_sign_detection

Image Classification
Transformers
Safetensors
vit
Inference Endpoints
Model card Files Community
1
dima806 commited on
Commit
bba555b
·
verified ·
1 Parent(s): 38847c9

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +44 -44
README.md CHANGED
@@ -6,62 +6,62 @@ metrics:
6
  ---
7
  Returns treffic sign given an image.
8
 
9
- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6449300e3adf50d864095b90/Dme2Lj0NRPgtsZVm80fS_.png)
10
-
11
  See https://www.kaggle.com/code/dima806/traffic-sign-detection-vit for more details.
12
 
 
 
13
  ```
14
  Classification report:
15
 
16
  precision recall f1-score support
17
 
18
- Bicycles crossing 1.0000 0.9512 0.9750 205
19
- Children crossing 0.8306 1.0000 0.9075 206
20
- Danger Ahead 0.9581 1.0000 0.9786 206
21
- Dangerous curve to the left 0.8019 0.8252 0.8134 206
22
- Dangerous curve to the right 0.8057 0.8252 0.8153 206
23
- Dont Go Left 1.0000 0.9854 0.9927 206
24
- Dont Go Left or Right 1.0000 1.0000 1.0000 205
25
- Dont Go Right 0.9758 0.9854 0.9806 205
26
- Dont Go straight 1.0000 1.0000 1.0000 206
27
- Dont Go straight or left 0.9406 1.0000 0.9694 206
28
- Dont overtake from Left 0.9712 0.9806 0.9758 206
29
- Fences 0.9810 1.0000 0.9904 206
30
- Go Left 0.9895 0.9175 0.9521 206
31
- Go Left or right 0.8789 0.9561 0.9159 205
32
- Go Right 1.0000 0.9903 0.9951 206
33
- Go left or straight 0.8000 0.8976 0.8460 205
34
- Go right or straight 0.9108 0.6942 0.7879 206
35
- Go straight 0.9286 0.7610 0.8365 205
36
- Go straight or right 1.0000 0.7816 0.8774 206
37
- Heavy Vehicle Accidents 0.9856 1.0000 0.9928 206
38
  Horn 1.0000 1.0000 1.0000 206
39
  No Car 1.0000 1.0000 1.0000 205
40
- No Uturn 0.9762 1.0000 0.9880 205
41
  No entry 1.0000 1.0000 1.0000 205
42
  No horn 1.0000 1.0000 1.0000 205
43
- No stopping 0.9952 1.0000 0.9976 206
44
  Road Divider 1.0000 1.0000 1.0000 206
45
- Roundabout mandatory 0.9856 1.0000 0.9928 206
46
  Speed limit (15km/h) 1.0000 1.0000 1.0000 206
47
- Speed limit (30km/h) 0.9224 0.9806 0.9506 206
48
- Speed limit (40km/h) 0.9791 0.9078 0.9421 206
49
- Speed limit (50km/h) 0.9794 0.9268 0.9524 205
50
- Speed limit (5km/h) 1.0000 0.9854 0.9926 205
51
- Speed limit (60km/h) 1.0000 0.4341 0.6054 205
52
- Speed limit (70km/h) 0.9851 0.9707 0.9779 205
53
- Train Crossing 0.9810 1.0000 0.9904 206
54
- Under Construction 1.0000 0.9902 0.9951 205
55
- Unknown 1.0000 0.5680 0.7245 206
56
- Uturn 1.0000 1.0000 1.0000 206
57
- Zebra Crossing 0.9333 0.9561 0.9446 205
58
- ZigZag Curve 0.8039 1.0000 0.8913 205
59
- keep Left 0.7155 0.8058 0.7580 206
60
- keep Right 0.8458 0.9854 0.9103 206
61
- speed limit (80km/h) 0.6060 0.9902 0.7519 205
62
- watch out for cars 1.0000 1.0000 1.0000 206
63
 
64
- accuracy 0.9345 9252
65
- macro avg 0.9437 0.9345 0.9326 9252
66
- weighted avg 0.9437 0.9345 0.9326 9252
67
  ```
 
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
+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6449300e3adf50d864095b90/uhZDh0zuqG4xZYMGwfTEN.png)
12
+
13
  ```
14
  Classification report:
15
 
16
  precision recall f1-score support
17
 
18
+ Bicycles crossing 1.0000 0.9660 0.9827 206
19
+ Children crossing 0.8583 1.0000 0.9238 206
20
+ Danger Ahead 0.9810 1.0000 0.9904 206
21
+ Dangerous curve to the left 0.7981 0.8293 0.8134 205
22
+ Dangerous curve to the right 0.8182 0.7902 0.8040 205
23
+ Dont Go Left 1.0000 0.9903 0.9951 206
24
+ Dont Go Left or Right 1.0000 1.0000 1.0000 206
25
+ Dont Go Right 1.0000 0.9610 0.9801 205
26
+ Dont Go straight 1.0000 1.0000 1.0000 205
27
+ Dont Go straight or left 0.9493 1.0000 0.9740 206
28
+ Dont overtake from Left 0.9533 0.9903 0.9714 206
29
+ Fences 0.9762 1.0000 0.9880 205
30
+ Go Left 0.9844 0.9175 0.9497 206
31
+ Go Left or right 0.8723 1.0000 0.9318 205
32
+ Go Right 1.0000 0.9854 0.9926 205
33
+ Go left or straight 0.7946 0.8683 0.8298 205
34
+ Go right or straight 0.8920 0.7621 0.8220 206
35
+ Go straight 0.9624 0.8689 0.9133 206
36
+ Go straight or right 1.0000 0.8010 0.8895 206
37
+ Heavy Vehicle Accidents 0.9579 1.0000 0.9785 205
38
  Horn 1.0000 1.0000 1.0000 206
39
  No Car 1.0000 1.0000 1.0000 205
40
+ No Uturn 0.9856 1.0000 0.9928 206
41
  No entry 1.0000 1.0000 1.0000 205
42
  No horn 1.0000 1.0000 1.0000 205
43
+ No stopping 0.9856 1.0000 0.9927 205
44
  Road Divider 1.0000 1.0000 1.0000 206
45
+ Roundabout mandatory 0.9951 1.0000 0.9976 205
46
  Speed limit (15km/h) 1.0000 1.0000 1.0000 206
47
+ Speed limit (30km/h) 0.9619 0.9806 0.9712 206
48
+ Speed limit (40km/h) 0.9800 0.9515 0.9655 206
49
+ Speed limit (50km/h) 0.9757 0.9757 0.9757 206
50
+ Speed limit (5km/h) 1.0000 0.9951 0.9976 206
51
+ Speed limit (60km/h) 1.0000 0.4126 0.5842 206
52
+ Speed limit (70km/h) 1.0000 0.9466 0.9726 206
53
+ Train Crossing 0.9671 1.0000 0.9833 206
54
+ Under Construction 1.0000 0.9806 0.9902 206
55
+ Unknown 1.0000 0.5415 0.7025 205
56
+ Uturn 1.0000 1.0000 1.0000 205
57
+ Zebra Crossing 0.9206 0.9563 0.9381 206
58
+ ZigZag Curve 0.8047 1.0000 0.8918 206
59
+ keep Left 0.7895 0.8010 0.7952 206
60
+ keep Right 0.8565 0.9902 0.9186 205
61
+ speed limit (80km/h) 0.6042 0.9854 0.7491 206
62
+ watch out for cars 1.0000 1.0000 1.0000 205
63
 
64
+ accuracy 0.9388 9252
65
+ macro avg 0.9472 0.9388 0.9366 9252
66
+ weighted avg 0.9472 0.9388 0.9366 9252
67
  ```