Hugging Face's logo

dima806
/
cat_breed_image_detection

Image Classification
Transformers
Safetensors
vit
Inference Endpoints
Model card Files Community
dima806 commited on
Commit
924b41f
•
1 Parent(s): 9b6722f

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +53 -53
README.md CHANGED
@@ -4,67 +4,67 @@ metrics:
4
  - accuracy
5
  - f1
6
  ---
7
- Detects cat breed (from the list of 48 common breeds) with about 48% accuracy based on image.
8
 
9
  See https://www.kaggle.com/code/dima806/cat-breed-image-detection-vit for more details.
10
 
11
- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6449300e3adf50d864095b90/kZqXcZCjvhzBkdkw5aj-O.png)
12
 
13
  ```
14
  Classification report:
15
 
16
  precision recall f1-score support
17
 
18
- Abyssinian 0.7898 0.8401 0.8142 2258
19
- American Bobtail 0.1500 0.0027 0.0052 2258
20
- American Curl 0.6420 0.5376 0.5852 2258
21
- American Shorthair 0.2500 0.0058 0.0113 2258
22
- Applehead Siamese 0.4789 0.7019 0.5693 2258
23
- Balinese 0.4687 0.4969 0.4824 2258
24
- Bengal 0.5777 0.6714 0.6211 2258
25
- Birman 0.4644 0.7077 0.5608 2258
26
- Bombay 0.3363 0.7945 0.4726 2258
27
- British Shorthair 0.4898 0.4455 0.4666 2258
28
- Burmese 0.7365 0.2848 0.4107 2258
29
- Calico 0.4423 0.5514 0.4908 2258
30
- Cornish Rex 0.7988 0.9159 0.8533 2258
31
- Devon Rex 0.7626 0.5762 0.6564 2258
32
- Dilute Calico 0.5017 0.4694 0.4850 2258
33
- Dilute Tortoiseshell 0.5047 0.6417 0.5650 2258
34
- Domestic Long Hair 0.2816 0.1351 0.1826 2258
35
- Domestic Medium Hair 0.1840 0.0204 0.0367 2258
36
- Domestic Short Hair 0.2988 0.1200 0.1712 2258
37
- Egyptian Mau 0.4901 0.7135 0.5811 2258
38
- Exotic Shorthair 0.7109 0.4203 0.5282 2258
39
- Extra-Toes Cat - Hemingway Polydactyl 0.1026 0.0018 0.0035 2258
40
- Havana 0.6457 0.8702 0.7414 2258
41
- Himalayan 0.5689 0.4756 0.5181 2258
42
- Japanese Bobtail 0.3453 0.1231 0.1815 2258
43
- Maine Coon 0.2796 0.4238 0.3369 2258
44
- Manx 0.2152 0.0075 0.0145 2258
45
- Munchkin 0.4066 0.0492 0.0877 2258
46
- Nebelung 0.7099 0.9256 0.8035 2258
47
- Norwegian Forest 0.4146 0.4965 0.4518 2258
48
- Oriental Short Hair 0.3136 0.0164 0.0311 2258
49
- Persian 0.6338 0.7396 0.6826 2258
50
- Ragamuffin 0.5099 0.3760 0.4328 2258
51
- Ragdoll 0.3650 0.2635 0.3061 2258
52
- Russian Blue 0.5999 0.8826 0.7143 2258
53
- Scottish Fold 0.6340 0.6980 0.6644 2258
54
- Siamese 0.4343 0.2298 0.3006 2258
55
- Siberian 0.4290 0.3198 0.3664 2258
56
- Snowshoe 0.5577 0.7108 0.6250 2258
57
- Sphynx 0.9602 0.9721 0.9661 2258
58
- Tabby 0.1923 0.2135 0.2023 2258
59
- Tiger 0.2244 0.5394 0.3170 2258
60
- Tonkinese 0.4651 0.5461 0.5023 2258
61
- Torbie 0.3934 0.5270 0.4505 2258
62
- Tortoiseshell 0.5464 0.7985 0.6488 2258
63
- Turkish Angora 0.4981 0.5784 0.5352 2258
64
- Turkish Van 0.3088 0.7223 0.4327 2258
65
- Tuxedo 0.3826 0.8649 0.5306 2258
66
 
67
- accuracy 0.4880 108384
68
- macro avg 0.4687 0.4880 0.4458 108384
69
- weighted avg 0.4687 0.4880 0.4458 108384
70
  ```
 
4
  - accuracy
5
  - f1
6
  ---
7
+ Detects cat breed (from the list of 48 common breeds) with about 49% accuracy based on image.
8
 
9
  See https://www.kaggle.com/code/dima806/cat-breed-image-detection-vit for more details.
10
 
11
+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6449300e3adf50d864095b90/b-u8N4tDBFSagxISPz3rd.png)
12
 
13
  ```
14
  Classification report:
15
 
16
  precision recall f1-score support
17
 
18
+ Abyssinian 0.8022 0.8477 0.8243 2258
19
+ American Bobtail 0.1463 0.0027 0.0052 2258
20
+ American Curl 0.6492 0.5492 0.5950 2258
21
+ American Shorthair 0.1731 0.0040 0.0078 2258
22
+ Applehead Siamese 0.4878 0.7259 0.5835 2258
23
+ Balinese 0.4579 0.4867 0.4719 2258
24
+ Bengal 0.5947 0.6745 0.6321 2258
25
+ Birman 0.4687 0.7259 0.5696 2258
26
+ Bombay 0.3388 0.7981 0.4756 2258
27
+ British Shorthair 0.4812 0.4486 0.4644 2258
28
+ Burmese 0.7255 0.3184 0.4426 2258
29
+ Calico 0.4487 0.5593 0.4979 2258
30
+ Cornish Rex 0.8194 0.9265 0.8697 2258
31
+ Devon Rex 0.7891 0.6098 0.6880 2258
32
+ Dilute Calico 0.4909 0.4796 0.4852 2258
33
+ Dilute Tortoiseshell 0.4953 0.6262 0.5531 2258
34
+ Domestic Long Hair 0.2883 0.1466 0.1944 2258
35
+ Domestic Medium Hair 0.1769 0.0217 0.0387 2258
36
+ Domestic Short Hair 0.2699 0.1169 0.1632 2258
37
+ Egyptian Mau 0.5008 0.7259 0.5927 2258
38
+ Exotic Shorthair 0.6892 0.4252 0.5259 2258
39
+ Extra-Toes Cat - Hemingway Polydactyl 0.0417 0.0009 0.0017 2258
40
+ Havana 0.6666 0.8720 0.7556 2258
41
+ Himalayan 0.5753 0.4668 0.5154 2258
42
+ Japanese Bobtail 0.3075 0.1143 0.1666 2258
43
+ Maine Coon 0.2931 0.4371 0.3509 2258
44
+ Manx 0.1867 0.0062 0.0120 2258
45
+ Munchkin 0.3156 0.0447 0.0784 2258
46
+ Nebelung 0.7309 0.9322 0.8194 2258
47
+ Norwegian Forest 0.4237 0.5066 0.4615 2258
48
+ Oriental Short Hair 0.3879 0.0199 0.0379 2258
49
+ Persian 0.6228 0.7365 0.6749 2258
50
+ Ragamuffin 0.4986 0.3911 0.4383 2258
51
+ Ragdoll 0.3571 0.2644 0.3038 2258
52
+ Russian Blue 0.5916 0.8942 0.7120 2258
53
+ Scottish Fold 0.6190 0.7095 0.6612 2258
54
+ Siamese 0.4615 0.2467 0.3215 2258
55
+ Siberian 0.4178 0.3007 0.3497 2258
56
+ Snowshoe 0.5567 0.7241 0.6295 2258
57
+ Sphynx 0.9581 0.9721 0.9650 2258
58
+ Tabby 0.2105 0.2197 0.2150 2258
59
+ Tiger 0.2283 0.5416 0.3212 2258
60
+ Tonkinese 0.4759 0.5257 0.4996 2258
61
+ Torbie 0.3966 0.5337 0.4551 2258
62
+ Tortoiseshell 0.5382 0.7963 0.6423 2258
63
+ Turkish Angora 0.4958 0.5709 0.5307 2258
64
+ Turkish Van 0.3282 0.7232 0.4515 2258
65
+ Tuxedo 0.3847 0.8605 0.5317 2258
66
 
67
+ accuracy 0.4923 108384
68
+ macro avg 0.4659 0.4923 0.4496 108384
69
+ weighted avg 0.4659 0.4923 0.4496 108384
70
  ```