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dima806
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cat_breed_image_detection

Image Classification
Transformers
Safetensors
vit
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@@ -4,65 +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) 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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  ```
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  Classification report:
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  precision recall f1-score support
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- Abyssinian 0.6599 0.8106 0.7276 565
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- American Bobtail 0.0000 0.0000 0.0000 564
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- American Curl 0.6816 0.2695 0.3863 564
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- American Shorthair 0.2222 0.0035 0.0070 564
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- Applehead Siamese 0.3788 0.5894 0.4612 565
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- Balinese 0.4385 0.2784 0.3406 564
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- Bengal 0.5389 0.6879 0.6044 564
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- Birman 0.3479 0.6903 0.4626 565
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- Bombay 0.2989 0.7681 0.4303 565
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- British Shorthair 0.5662 0.2726 0.3680 565
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- Burmese 0.7568 0.0993 0.1755 564
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- Calico 0.3903 0.4858 0.4329 564
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- Cornish Rex 0.5780 0.8655 0.6931 565
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- Devon Rex 0.6615 0.1525 0.2478 564
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- Dilute Calico 0.4311 0.3493 0.3859 564
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- Dilute Tortoiseshell 0.4646 0.5699 0.5119 565
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- Domestic Long Hair 0.2783 0.0566 0.0941 565
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- Domestic Medium Hair 0.2083 0.0089 0.0170 564
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- Domestic Short Hair 0.4615 0.0319 0.0596 565
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- Egyptian Mau 0.4387 0.6720 0.5308 564
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- Exotic Shorthair 0.7238 0.2319 0.3512 565
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- Extra-Toes Cat - Hemingway Polydactyl 0.3333 0.0018 0.0035 565
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- Havana 0.5521 0.7876 0.6492 565
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- Himalayan 0.4467 0.3858 0.4141 565
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- Japanese Bobtail 0.4333 0.0230 0.0437 565
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- Maine Coon 0.2336 0.4602 0.3099 565
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- Manx 0.2143 0.0053 0.0104 564
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- Munchkin 0.0000 0.0000 0.0000 564
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- Nebelung 0.5726 0.8584 0.6870 565
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- Norwegian Forest 0.3390 0.3883 0.3620 564
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- Oriental Short Hair 0.0000 0.0000 0.0000 564
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- Persian 0.5197 0.7713 0.6210 564
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- Ragamuffin 0.4580 0.1064 0.1727 564
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- Ragdoll 0.3282 0.1897 0.2404 564
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- Russian Blue 0.5151 0.8779 0.6492 565
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- Scottish Fold 0.4830 0.5798 0.5270 564
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- Siamese 0.3663 0.1310 0.1930 565
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- Siberian 0.3880 0.1717 0.2380 565
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- Snowshoe 0.4918 0.6354 0.5544 565
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- Sphynx 0.8734 0.9663 0.9175 564
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- Tabby 0.1694 0.1841 0.1764 565
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- Tiger 0.1860 0.5532 0.2784 564
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- Tonkinese 0.4064 0.6507 0.5003 564
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- Torbie 0.3701 0.4397 0.4019 564
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- Tortoiseshell 0.4806 0.7890 0.5973 564
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- Turkish Angora 0.4681 0.5841 0.5197 565
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- Turkish Van 0.2744 0.7558 0.4026 565
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- Tuxedo 0.3315 0.8655 0.4794 565
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- accuracy 0.4179 27096
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- macro avg 0.4117 0.4178 0.3591 27096
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- weighted avg 0.4117 0.4179 0.3591 27096
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  ```
 
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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/U3qakhQQetvqW90g2UWOy.png)
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+
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  ```
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  Classification report:
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  precision recall f1-score support
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+ Abyssinian 0.6361 0.7759 0.6991 241
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+ American Bobtail 0.0000 0.0000 0.0000 248
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+ American Curl 0.6809 0.2550 0.3710 251
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+ American Shorthair 0.0000 0.0000 0.0000 248
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+ Applehead Siamese 0.3728 0.6064 0.4618 249
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+ Balinese 0.4701 0.2614 0.3360 241
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+ Bengal 0.5613 0.6616 0.6073 263
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+ Birman 0.3917 0.7581 0.5165 248
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+ Bombay 0.3054 0.7782 0.4386 248
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+ British Shorthair 0.5455 0.2785 0.3687 237
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+ Burmese 0.8158 0.1297 0.2238 239
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+ Calico 0.4025 0.5394 0.4610 241
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+ Cornish Rex 0.5820 0.8560 0.6929 257
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+ Devon Rex 0.6458 0.1366 0.2255 227
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+ Dilute Calico 0.4589 0.3878 0.4204 245
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+ Dilute Tortoiseshell 0.4237 0.5252 0.4690 238
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+ Domestic Long Hair 0.3600 0.0684 0.1150 263
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+ Domestic Medium Hair 0.0000 0.0000 0.0000 253
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+ Domestic Short Hair 0.4706 0.0325 0.0608 246
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+ Egyptian Mau 0.4410 0.6569 0.5277 239
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+ Exotic Shorthair 0.6333 0.2355 0.3434 242
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+ Extra-Toes Cat - Hemingway Polydactyl 0.5000 0.0041 0.0082 243
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+ Havana 0.5872 0.7710 0.6667 262
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+ Himalayan 0.4856 0.4174 0.4489 242
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+ Japanese Bobtail 0.4167 0.0195 0.0372 257
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+ Maine Coon 0.2584 0.5000 0.3407 246
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+ Manx 0.0000 0.0000 0.0000 262
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+ Munchkin 0.0000 0.0000 0.0000 251
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+ Nebelung 0.5302 0.8906 0.6647 256
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+ Norwegian Forest 0.3478 0.3969 0.3708 262
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+ Oriental Short Hair 0.0000 0.0000 0.0000 226
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+ Persian 0.5506 0.7597 0.6384 258
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+ Ragamuffin 0.5161 0.1255 0.2019 255
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+ Ragdoll 0.3253 0.2143 0.2584 252
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+ Russian Blue 0.5000 0.8474 0.6289 249
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+ Scottish Fold 0.4811 0.6000 0.5340 255
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+ Siamese 0.4444 0.1562 0.2312 256
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+ Siberian 0.4043 0.1538 0.2229 247
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+ Snowshoe 0.4985 0.6760 0.5739 250
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+ Sphynx 0.8799 0.9651 0.9205 258
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+ Tabby 0.1827 0.2159 0.1979 264
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+ Tiger 0.1899 0.5934 0.2877 241
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+ Tonkinese 0.4033 0.5850 0.4774 253
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+ Torbie 0.4000 0.4411 0.4195 263
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+ Tortoiseshell 0.5165 0.8095 0.6306 252
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+ Turkish Angora 0.4239 0.5483 0.4781 259
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+ Turkish Van 0.2866 0.7500 0.4147 256
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+ Tuxedo 0.3407 0.8851 0.4920 261
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+ accuracy 0.4248 12000
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+ macro avg 0.4097 0.4223 0.3642 12000
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+ weighted avg 0.4094 0.4248 0.3658 12000
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  ```