dima806's picture
Update README.md
31fcaa3 verified
|
raw
history blame
4.5 kB
metadata
license: apache-2.0
metrics:
  - accuracy
  - f1

Detects cat breed (from the list of 48 common breeds) with about 68% accuracy based on image.

See https://www.kaggle.com/code/dima806/cat-breed-image-detection-vit for more details.

image/png

Classification report:

                                       precision    recall  f1-score   support

                           Abyssinian     0.9444    0.8959    0.9195      2258
                     American Bobtail     0.2765    0.1581    0.2012      2258
                        American Curl     0.8585    0.8299    0.8440      2258
                   American Shorthair     0.2008    0.0213    0.0384      2258
                    Applehead Siamese     0.9578    0.9761    0.9669      2258
                             Balinese     0.7910    0.8831    0.8345      2258
                               Bengal     0.7112    0.7121    0.7117      2258
                               Birman     0.7468    0.8348    0.7884      2258
                               Bombay     0.5128    0.8543    0.6409      2258
                    British Shorthair     0.6592    0.6869    0.6727      2258
                              Burmese     0.8285    0.7936    0.8107      2258
                               Calico     0.5579    0.5717    0.5647      2258
                          Cornish Rex     0.9777    0.9920    0.9848      2258
                            Devon Rex     0.9590    0.9934    0.9759      2258
                        Dilute Calico     0.5532    0.5407    0.5469      2258
                 Dilute Tortoiseshell     0.5482    0.6701    0.6030      2258
                   Domestic Long Hair     0.3337    0.2772    0.3029      2258
                 Domestic Medium Hair     0.2167    0.0828    0.1198      2258
                  Domestic Short Hair     0.7573    0.9619    0.8474      2258
                         Egyptian Mau     0.7725    0.8512    0.8099      2258
                     Exotic Shorthair     0.8345    0.6767    0.7474      2258
Extra-Toes Cat - Hemingway Polydactyl     0.2865    0.0695    0.1119      2258
                               Havana     0.9648    0.9464    0.9555      2258
                            Himalayan     0.7077    0.6519    0.6787      2258
                     Japanese Bobtail     0.8561    0.9455    0.8986      2258
                           Maine Coon     0.4128    0.5691    0.4785      2258
                                 Manx     0.2890    0.0337    0.0603      2258
                             Munchkin     0.6786    0.7976    0.7333      2258
                             Nebelung     0.9338    0.9867    0.9595      2258
                     Norwegian Forest     0.6793    0.7214    0.6997      2258
                  Oriental Short Hair     0.6550    0.4539    0.5362      2258
                              Persian     0.7621    0.7405    0.7511      2258
                           Ragamuffin     0.9272    0.9708    0.9485      2258
                              Ragdoll     0.5688    0.4579    0.5074      2258
                         Russian Blue     0.7540    0.8999    0.8205      2258
                        Scottish Fold     0.9029    0.8406    0.8706      2258
                              Siamese     0.6452    0.6089    0.6266      2258
                             Siberian     0.8251    0.9110    0.8659      2258
                             Snowshoe     0.7569    0.7542    0.7555      2258
                               Sphynx     0.9942    0.9827    0.9884      2258
                                Tabby     0.2908    0.3060    0.2982      2258
                                Tiger     0.3239    0.5438    0.4060      2258
                            Tonkinese     0.8747    0.8906    0.8826      2258
                               Torbie     0.4959    0.5895    0.5386      2258
                        Tortoiseshell     0.6208    0.8056    0.7012      2258
                       Turkish Angora     0.6323    0.7121    0.6699      2258
                          Turkish Van     0.6074    0.7852    0.6850      2258
                               Tuxedo     0.5703    0.8260    0.6747      2258

                             accuracy                         0.6889    108384
                            macro avg     0.6670    0.6889    0.6674    108384
                         weighted avg     0.6670    0.6889    0.6674    108384