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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 54% 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/swOJG_vXQp40sFD-4_CLv.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 0.8844 0.8711 0.8777 2258
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- American Bobtail 0.2037 0.0097 0.0186 2258
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- American Curl 0.7054 0.6639 0.6840 2258
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- American Shorthair 0.1579 0.0053 0.0103 2258
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- Applehead Siamese 0.6322 0.7994 0.7060 2258
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- Balinese 0.5455 0.6426 0.5901 2258
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- Bengal 0.6264 0.6794 0.6518 2258
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- Birman 0.5681 0.7467 0.6452 2258
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- Bombay 0.3487 0.8184 0.4891 2258
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- British Shorthair 0.4735 0.5190 0.4952 2258
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- Burmese 0.7097 0.4721 0.5670 2258
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- Calico 0.4973 0.5802 0.5356 2258
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- Cornish Rex 0.9075 0.9646 0.9352 2258
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- Devon Rex 0.8468 0.8543 0.8505 2258
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- Dilute Calico 0.5180 0.5217 0.5199 2258
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- Dilute Tortoiseshell 0.5134 0.6470 0.5725 2258
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- Domestic Long Hair 0.2886 0.2126 0.2448 2258
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- Domestic Medium Hair 0.1713 0.0381 0.0623 2258
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- Domestic Short Hair 0.3643 0.2954 0.3262 2258
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- Egyptian Mau 0.5406 0.7613 0.6322 2258
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- Exotic Shorthair 0.7838 0.5810 0.6673 2258
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- Extra-Toes Cat - Hemingway Polydactyl 0.1167 0.0031 0.0060 2258
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- Havana 0.7949 0.9079 0.8476 2258
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- Himalayan 0.5899 0.5159 0.5504 2258
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- Japanese Bobtail 0.4803 0.3136 0.3794 2258
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- Maine Coon 0.3018 0.4283 0.3541 2258
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- Manx 0.1803 0.0097 0.0185 2258
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- Munchkin 0.3825 0.1506 0.2161 2258
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- Nebelung 0.7942 0.9606 0.8695 2258
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- Norwegian Forest 0.4759 0.5199 0.4969 2258
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- Oriental Short Hair 0.5131 0.0607 0.1085 2258
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- Persian 0.6857 0.7276 0.7061 2258
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- Ragamuffin 0.6177 0.6568 0.6366 2258
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- Ragdoll 0.4368 0.2817 0.3425 2258
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- Russian Blue 0.6549 0.8893 0.7543 2258
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- Scottish Fold 0.7676 0.7197 0.7429 2258
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- Siamese 0.4839 0.3330 0.3945 2258
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- Siberian 0.5330 0.4650 0.4967 2258
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- Snowshoe 0.6184 0.7622 0.6828 2258
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- Sphynx 0.9817 0.9721 0.9769 2258
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- Tabby 0.2261 0.2542 0.2393 2258
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- Tiger 0.2598 0.5292 0.3485 2258
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- Tonkinese 0.5807 0.6116 0.5958 2258
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- Torbie 0.4362 0.5554 0.4886 2258
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- Tortoiseshell 0.5665 0.7901 0.6599 2258
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- Turkish Angora 0.5334 0.6005 0.5650 2258
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- Turkish Van 0.3857 0.7312 0.5050 2258
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- Tuxedo 0.4471 0.8419 0.5840 2258
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- accuracy 0.5474 108384
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- macro avg 0.5236 0.5474 0.5135 108384
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- weighted avg 0.5236 0.5474 0.5135 108384
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  ```
 
4
  - accuracy
5
  - f1
6
  ---
7
+ Detects cat breed (from the list of 48 common breeds) with about 55% 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/-tRYED1HcqD6ZZNFV60lO.png)
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  ```
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  Classification report:
15
 
16
  precision recall f1-score support
17
 
18
+ Abyssinian 0.8983 0.8649 0.8813 2258
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+ American Bobtail 0.2308 0.0133 0.0251 2258
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+ American Curl 0.7037 0.6847 0.6941 2258
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+ American Shorthair 0.1644 0.0053 0.0103 2258
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+ Applehead Siamese 0.6333 0.8091 0.7105 2258
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+ Balinese 0.5576 0.6581 0.6037 2258
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+ Bengal 0.6294 0.6723 0.6501 2258
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+ Birman 0.5597 0.7498 0.6409 2258
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+ Bombay 0.3558 0.8242 0.4970 2258
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+ British Shorthair 0.4750 0.5208 0.4968 2258
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+ Burmese 0.7027 0.4752 0.5670 2258
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+ Calico 0.5045 0.5895 0.5437 2258
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+ Cornish Rex 0.9115 0.9624 0.9362 2258
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+ Devon Rex 0.8425 0.8694 0.8557 2258
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+ Dilute Calico 0.5127 0.5089 0.5108 2258
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+ Dilute Tortoiseshell 0.5051 0.6329 0.5618 2258
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+ Domestic Long Hair 0.3007 0.2108 0.2479 2258
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+ Domestic Medium Hair 0.1792 0.0421 0.0681 2258
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+ Domestic Short Hair 0.3914 0.3503 0.3697 2258
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+ Egyptian Mau 0.5537 0.7666 0.6430 2258
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+ Exotic Shorthair 0.7503 0.5762 0.6518 2258
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+ Extra-Toes Cat - Hemingway Polydactyl 0.3380 0.0106 0.0206 2258
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+ Havana 0.8168 0.9021 0.8573 2258
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+ Himalayan 0.6162 0.5248 0.5669 2258
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+ Japanese Bobtail 0.5203 0.3627 0.4275 2258
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+ Maine Coon 0.3236 0.4535 0.3777 2258
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+ Manx 0.2358 0.0128 0.0244 2258
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+ Munchkin 0.4241 0.1670 0.2396 2258
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+ Nebelung 0.7919 0.9774 0.8749 2258
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+ Norwegian Forest 0.5138 0.5195 0.5166 2258
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+ Oriental Short Hair 0.5211 0.0655 0.1164 2258
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+ Persian 0.6851 0.7507 0.7164 2258
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+ Ragamuffin 0.6342 0.6864 0.6593 2258
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+ Ragdoll 0.4300 0.2896 0.3461 2258
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+ Russian Blue 0.6570 0.8671 0.7476 2258
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+ Scottish Fold 0.7739 0.7245 0.7484 2258
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+ Siamese 0.5061 0.3463 0.4113 2258
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+ Siberian 0.5435 0.4978 0.5196 2258
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+ Snowshoe 0.6384 0.7529 0.6909 2258
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+ Sphynx 0.9846 0.9650 0.9747 2258
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+ Tabby 0.2248 0.2400 0.2322 2258
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+ Tiger 0.2536 0.5155 0.3400 2258
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+ Tonkinese 0.5999 0.5983 0.5991 2258
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+ Torbie 0.4202 0.5611 0.4806 2258
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+ Tortoiseshell 0.5687 0.7989 0.6645 2258
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+ Turkish Angora 0.5307 0.5903 0.5589 2258
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+ Turkish Van 0.3833 0.7294 0.5025 2258
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+ Tuxedo 0.4432 0.8459 0.5816 2258
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+ accuracy 0.5530 108384
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+ macro avg 0.5363 0.5530 0.5200 108384
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+ weighted avg 0.5363 0.5530 0.5200 108384
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  ```