Hugging Face's logo

dima806
/
cat_breed_image_detection

Image Classification
Transformers
Safetensors
vit
Inference Endpoints
Model card Files Community
dima806 commited on
Commit
d500150
•
1 Parent(s): 291dbfb

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 64% 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/pWKgDp0Jph7byTo0PP7gK.png)
12
 
13
  ```
14
  Classification report:
15
 
16
  precision recall f1-score support
17
 
18
- Abyssinian 0.9430 0.8800 0.9104 2258
19
- American Bobtail 0.2850 0.0793 0.1240 2258
20
- American Curl 0.8189 0.7910 0.8047 2258
21
- American Shorthair 0.1538 0.0106 0.0199 2258
22
- Applehead Siamese 0.9178 0.9686 0.9425 2258
23
- Balinese 0.7040 0.8361 0.7644 2258
24
- Bengal 0.6808 0.7303 0.7047 2258
25
- Birman 0.7039 0.8056 0.7513 2258
26
- Bombay 0.4663 0.8326 0.5978 2258
27
- British Shorthair 0.5607 0.6112 0.5849 2258
28
- Burmese 0.7575 0.6696 0.7109 2258
29
- Calico 0.5450 0.5717 0.5580 2258
30
- Cornish Rex 0.9577 0.9916 0.9743 2258
31
- Devon Rex 0.9355 0.9885 0.9612 2258
32
- Dilute Calico 0.5326 0.5385 0.5356 2258
33
- Dilute Tortoiseshell 0.5480 0.6501 0.5947 2258
34
- Domestic Long Hair 0.3236 0.2462 0.2797 2258
35
- Domestic Medium Hair 0.2141 0.0779 0.1143 2258
36
- Domestic Short Hair 0.5672 0.7976 0.6630 2258
37
- Egyptian Mau 0.7246 0.7994 0.7602 2258
38
- Exotic Shorthair 0.8118 0.6382 0.7146 2258
39
- Extra-Toes Cat - Hemingway Polydactyl 0.2716 0.0403 0.0702 2258
40
- Havana 0.9276 0.9415 0.9345 2258
41
- Himalayan 0.6627 0.6098 0.6351 2258
42
- Japanese Bobtail 0.7643 0.8485 0.8042 2258
43
- Maine Coon 0.3703 0.5151 0.4308 2258
44
- Manx 0.2635 0.0173 0.0324 2258
45
- Munchkin 0.5363 0.5523 0.5442 2258
46
- Nebelung 0.8716 0.9889 0.9266 2258
47
- Norwegian Forest 0.5867 0.6236 0.6046 2258
48
- Oriental Short Hair 0.5759 0.3043 0.3981 2258
49
- Persian 0.7519 0.7329 0.7423 2258
50
- Ragamuffin 0.8447 0.9274 0.8841 2258
51
- Ragdoll 0.5070 0.3707 0.4282 2258
52
- Russian Blue 0.7255 0.8871 0.7982 2258
53
- Scottish Fold 0.8666 0.7941 0.8287 2258
54
- Siamese 0.5999 0.5186 0.5563 2258
55
- Siberian 0.7668 0.8153 0.7903 2258
56
- Snowshoe 0.7125 0.7431 0.7275 2258
57
- Sphynx 0.9932 0.9770 0.9850 2258
58
- Tabby 0.2690 0.2697 0.2693 2258
59
- Tiger 0.2842 0.5257 0.3689 2258
60
- Tonkinese 0.7931 0.8454 0.8184 2258
61
- Torbie 0.4602 0.5717 0.5100 2258
62
- Tortoiseshell 0.5878 0.7976 0.6768 2258
63
- Turkish Angora 0.6030 0.6692 0.6343 2258
64
- Turkish Van 0.5515 0.7427 0.6329 2258
65
- Tuxedo 0.5424 0.8122 0.6505 2258
66
 
67
- accuracy 0.6449 108384
68
- macro avg 0.6217 0.6449 0.6199 108384
69
- weighted avg 0.6217 0.6449 0.6199 108384
70
  ```
 
4
  - accuracy
5
  - f1
6
  ---
7
+ Detects cat breed (from the list of 48 common breeds) with about 65% 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/ZczsAU6cAgsqOBE3E8MM2.png)
12
 
13
  ```
14
  Classification report:
15
 
16
  precision recall f1-score support
17
 
18
+ Abyssinian 0.9387 0.8884 0.9129 2258
19
+ American Bobtail 0.2751 0.0872 0.1325 2258
20
+ American Curl 0.8283 0.7843 0.8057 2258
21
+ American Shorthair 0.1863 0.0133 0.0248 2258
22
+ Applehead Siamese 0.9210 0.9597 0.9399 2258
23
+ Balinese 0.7079 0.8384 0.7676 2258
24
+ Bengal 0.6863 0.7267 0.7060 2258
25
+ Birman 0.6978 0.8016 0.7461 2258
26
+ Bombay 0.4681 0.8410 0.6014 2258
27
+ British Shorthair 0.5823 0.6019 0.5919 2258
28
+ Burmese 0.7840 0.6749 0.7254 2258
29
+ Calico 0.5524 0.5974 0.5740 2258
30
+ Cornish Rex 0.9693 0.9938 0.9814 2258
31
+ Devon Rex 0.9406 0.9894 0.9644 2258
32
+ Dilute Calico 0.5449 0.5514 0.5481 2258
33
+ Dilute Tortoiseshell 0.5501 0.6763 0.6067 2258
34
+ Domestic Long Hair 0.3494 0.2768 0.3089 2258
35
+ Domestic Medium Hair 0.2192 0.0740 0.1106 2258
36
+ Domestic Short Hair 0.5743 0.7976 0.6678 2258
37
+ Egyptian Mau 0.7066 0.8043 0.7523 2258
38
+ Exotic Shorthair 0.7952 0.6430 0.7111 2258
39
+ Extra-Toes Cat - Hemingway Polydactyl 0.2588 0.0390 0.0677 2258
40
+ Havana 0.9222 0.9553 0.9384 2258
41
+ Himalayan 0.6655 0.6151 0.6394 2258
42
+ Japanese Bobtail 0.7733 0.8822 0.8242 2258
43
+ Maine Coon 0.3726 0.5128 0.4316 2258
44
+ Manx 0.2973 0.0195 0.0366 2258
45
+ Munchkin 0.5517 0.5864 0.5685 2258
46
+ Nebelung 0.8910 0.9956 0.9404 2258
47
+ Norwegian Forest 0.5938 0.6311 0.6119 2258
48
+ Oriental Short Hair 0.5957 0.2976 0.3969 2258
49
+ Persian 0.7637 0.7329 0.7480 2258
50
+ Ragamuffin 0.8784 0.9181 0.8978 2258
51
+ Ragdoll 0.5070 0.3671 0.4259 2258
52
+ Russian Blue 0.7310 0.8871 0.8015 2258
53
+ Scottish Fold 0.8706 0.7985 0.8330 2258
54
+ Siamese 0.6086 0.5151 0.5579 2258
55
+ Siberian 0.7577 0.8282 0.7914 2258
56
+ Snowshoe 0.7149 0.7498 0.7319 2258
57
+ Sphynx 0.9933 0.9796 0.9864 2258
58
+ Tabby 0.2625 0.2573 0.2599 2258
59
+ Tiger 0.2907 0.5381 0.3774 2258
60
+ Tonkinese 0.7818 0.8583 0.8182 2258
61
+ Torbie 0.4781 0.5788 0.5236 2258
62
+ Tortoiseshell 0.6069 0.8020 0.6910 2258
63
+ Turkish Angora 0.6085 0.6882 0.6459 2258
64
+ Turkish Van 0.5477 0.7498 0.6330 2258
65
+ Tuxedo 0.5388 0.8060 0.6458 2258
66
 
67
+ accuracy 0.6502 108384
68
+ macro avg 0.6279 0.6502 0.6251 108384
69
+ weighted avg 0.6279 0.6502 0.6251 108384
70
  ```