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cat_breed_image_detection

Image Classification
Transformers
Safetensors
vit
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@@ -4,67 +4,67 @@ metrics:
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  - accuracy
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  - f1
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  ---
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- Detects cat breed (from the list of 48 common breeds) with about 42% accuracy based on image.
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  See https://www.kaggle.com/code/dima806/cat-breed-image-detection-vit for more details.
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- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6449300e3adf50d864095b90/GOUlRFQGB41cW5OZOcRDu.png)
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  ```
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  Classification report:
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  precision recall f1-score support
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- Abyssinian 0.6626 0.8198 0.7329 1260
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- American Bobtail 0.2000 0.0008 0.0016 1249
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- American Curl 0.6817 0.3040 0.4205 1240
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- American Shorthair 0.2500 0.0040 0.0079 1240
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- Applehead Siamese 0.3713 0.6002 0.4587 1218
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- Balinese 0.4113 0.2802 0.3333 1249
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- Bengal 0.5327 0.6466 0.5841 1248
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- Birman 0.3579 0.7086 0.4756 1256
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- Bombay 0.3024 0.7867 0.4369 1261
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- British Shorthair 0.5867 0.3171 0.4116 1249
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- Burmese 0.7846 0.1212 0.2100 1262
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- Calico 0.4088 0.4992 0.4495 1248
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- Cornish Rex 0.5861 0.8667 0.6993 1245
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- Devon Rex 0.7353 0.1616 0.2649 1238
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- Dilute Calico 0.4925 0.3952 0.4385 1240
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- Dilute Tortoiseshell 0.4908 0.5923 0.5368 1268
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- Domestic Long Hair 0.2767 0.0657 0.1062 1263
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- Domestic Medium Hair 0.1964 0.0087 0.0167 1262
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- Domestic Short Hair 0.3387 0.0337 0.0612 1248
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- Egyptian Mau 0.4547 0.6573 0.5376 1252
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- Exotic Shorthair 0.6885 0.2502 0.3670 1263
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- Extra-Toes Cat - Hemingway Polydactyl 0.5000 0.0032 0.0063 1254
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- Havana 0.5729 0.7920 0.6649 1245
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- Himalayan 0.4871 0.4056 0.4426 1255
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- Japanese Bobtail 0.3803 0.0218 0.0413 1238
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- Maine Coon 0.2470 0.4574 0.3207 1244
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- Manx 0.1892 0.0057 0.0111 1223
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- Munchkin 0.0000 0.0000 0.0000 1223
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- Nebelung 0.5926 0.8851 0.7099 1262
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- Norwegian Forest 0.3478 0.4531 0.3935 1258
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- Oriental Short Hair 0.5000 0.0008 0.0016 1239
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- Persian 0.5257 0.7402 0.6148 1255
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- Ragamuffin 0.5000 0.1263 0.2017 1251
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- Ragdoll 0.3372 0.2086 0.2577 1261
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- Russian Blue 0.5190 0.8960 0.6573 1250
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- Scottish Fold 0.4800 0.6064 0.5358 1227
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- Siamese 0.3920 0.1333 0.1989 1253
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- Siberian 0.3562 0.1871 0.2453 1251
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- Snowshoe 0.5099 0.6605 0.5755 1243
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- Sphynx 0.8679 0.9661 0.9144 1238
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- Tabby 0.1690 0.1917 0.1796 1257
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- Tiger 0.1893 0.5673 0.2839 1241
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- Tonkinese 0.3846 0.5699 0.4593 1251
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- Torbie 0.3811 0.4358 0.4066 1269
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- Tortoiseshell 0.4944 0.8078 0.6134 1249
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- Turkish Angora 0.4486 0.5489 0.4937 1288
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- Turkish Van 0.2692 0.7185 0.3917 1254
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- Tuxedo 0.3560 0.8994 0.5101 1262
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- accuracy 0.4256 60000
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- macro avg 0.4335 0.4252 0.3684 60000
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- weighted avg 0.4337 0.4256 0.3688 60000
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  ```
 
4
  - accuracy
5
  - f1
6
  ---
7
+ Detects cat breed (from the list of 48 common breeds) with about 43% 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/ZPA0AIKZzJfeEMOGoYdKM.png)
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  ```
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  Classification report:
15
 
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  precision recall f1-score support
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+ Abyssinian 0.6792 0.8109 0.7392 2258
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+ American Bobtail 0.0667 0.0004 0.0009 2258
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+ American Curl 0.6923 0.3149 0.4329 2258
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+ American Shorthair 0.1228 0.0031 0.0060 2258
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+ Applehead Siamese 0.3816 0.6129 0.4703 2258
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+ Balinese 0.4180 0.2989 0.3486 2258
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+ Bengal 0.5559 0.6435 0.5965 2258
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+ Birman 0.3760 0.7183 0.4936 2258
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+ Bombay 0.3074 0.7772 0.4406 2258
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+ British Shorthair 0.5575 0.3180 0.4050 2258
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+ Burmese 0.8516 0.1373 0.2365 2258
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+ Calico 0.4052 0.5146 0.4534 2258
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+ Cornish Rex 0.5863 0.8818 0.7043 2258
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+ Devon Rex 0.7557 0.2055 0.3231 2258
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+ Dilute Calico 0.4976 0.4052 0.4467 2258
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+ Dilute Tortoiseshell 0.4936 0.6010 0.5420 2258
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+ Domestic Long Hair 0.2768 0.0766 0.1200 2258
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+ Domestic Medium Hair 0.1167 0.0062 0.0118 2258
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+ Domestic Short Hair 0.2700 0.0314 0.0563 2258
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+ Egyptian Mau 0.4456 0.6705 0.5354 2258
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+ Exotic Shorthair 0.6730 0.2507 0.3653 2258
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+ Extra-Toes Cat - Hemingway Polydactyl 0.4737 0.0040 0.0079 2258
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+ Havana 0.5674 0.8144 0.6688 2258
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+ Himalayan 0.5133 0.4278 0.4667 2258
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+ Japanese Bobtail 0.5085 0.0399 0.0739 2258
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+ Maine Coon 0.2468 0.4473 0.3181 2258
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+ Manx 0.1091 0.0027 0.0052 2258
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+ Munchkin 0.0000 0.0000 0.0000 2258
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+ Nebelung 0.5928 0.8716 0.7056 2258
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+ Norwegian Forest 0.3396 0.4216 0.3762 2258
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+ Oriental Short Hair 0.1429 0.0004 0.0009 2258
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+ Persian 0.5288 0.7409 0.6171 2258
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+ Ragamuffin 0.5075 0.1492 0.2307 2258
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+ Ragdoll 0.3378 0.2024 0.2531 2258
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+ Russian Blue 0.5144 0.8884 0.6515 2258
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+ Scottish Fold 0.4900 0.6209 0.5478 2258
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+ Siamese 0.3811 0.1461 0.2113 2258
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+ Siberian 0.3880 0.2117 0.2739 2258
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+ Snowshoe 0.5201 0.6771 0.5883 2258
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+ Sphynx 0.8778 0.9606 0.9173 2258
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+ Tabby 0.1655 0.1918 0.1777 2258
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+ Tiger 0.1977 0.5700 0.2936 2258
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+ Tonkinese 0.3921 0.5536 0.4591 2258
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+ Torbie 0.3874 0.4482 0.4156 2258
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+ Tortoiseshell 0.4990 0.8069 0.6167 2258
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+ Turkish Angora 0.4486 0.5452 0.4922 2258
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+ Turkish Van 0.2726 0.7281 0.3967 2258
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+ Tuxedo 0.3380 0.8826 0.4888 2258
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+ accuracy 0.4298 108384
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+ macro avg 0.4223 0.4298 0.3746 108384
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+ weighted avg 0.4223 0.4298 0.3746 108384
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  ```