dima806's picture
Update README.md
62e79ac 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 71% 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     0.9647    0.9083    0.9357      2258
                     American Bobtail     0.3075    0.2564    0.2796      2258
                        American Curl     0.8835    0.8663    0.8748      2258
                   American Shorthair     0.1871    0.0244    0.0431      2258
                    Applehead Siamese     0.9636    0.9858    0.9746      2258
                             Balinese     0.8430    0.8990    0.8701      2258
                               Bengal     0.7201    0.7476    0.7336      2258
                               Birman     0.7825    0.8618    0.8202      2258
                               Bombay     0.5362    0.8397    0.6545      2258
                    British Shorthair     0.7041    0.7471    0.7250      2258
                              Burmese     0.8621    0.8835    0.8727      2258
                               Calico     0.5661    0.5992    0.5822      2258
                          Cornish Rex     0.9964    0.9911    0.9938      2258
                            Devon Rex     0.9686    0.9960    0.9821      2258
                        Dilute Calico     0.5733    0.5576    0.5653      2258
                 Dilute Tortoiseshell     0.5602    0.6718    0.6110      2258
                   Domestic Long Hair     0.3720    0.3127    0.3397      2258
                 Domestic Medium Hair     0.2486    0.0957    0.1382      2258
                  Domestic Short Hair     0.8342    0.9668    0.8956      2258
                         Egyptian Mau     0.8178    0.8769    0.8463      2258
                     Exotic Shorthair     0.8402    0.7055    0.7670      2258
Extra-Toes Cat - Hemingway Polydactyl     0.2942    0.0965    0.1454      2258
                               Havana     0.9579    0.9663    0.9621      2258
                            Himalayan     0.7146    0.6709    0.6921      2258
                     Japanese Bobtail     0.9231    0.9624    0.9423      2258
                           Maine Coon     0.4480    0.5748    0.5036      2258
                                 Manx     0.3064    0.0469    0.0814      2258
                             Munchkin     0.7693    0.8477    0.8066      2258
                             Nebelung     0.9444    0.9854    0.9645      2258
                     Norwegian Forest     0.6942    0.7631    0.7270      2258
                  Oriental Short Hair     0.7058    0.5598    0.6244      2258
                              Persian     0.7899    0.7458    0.7672      2258
                           Ragamuffin     0.9334    0.9743    0.9534      2258
                              Ragdoll     0.5788    0.4978    0.5352      2258
                         Russian Blue     0.7719    0.9066    0.8338      2258
                        Scottish Fold     0.9011    0.8720    0.8863      2258
                              Siamese     0.6828    0.6426    0.6621      2258
                             Siberian     0.8878    0.9353    0.9109      2258
                             Snowshoe     0.7927    0.7755    0.7840      2258
                               Sphynx     0.9978    0.9867    0.9922      2258
                                Tabby     0.3136    0.3105    0.3120      2258
                                Tiger     0.3420    0.5629    0.4255      2258
                            Tonkinese     0.9042    0.9154    0.9098      2258
                               Torbie     0.5020    0.6129    0.5519      2258
                        Tortoiseshell     0.6323    0.7883    0.7018      2258
                       Turkish Angora     0.6667    0.7316    0.6976      2258
                          Turkish Van     0.6523    0.8384    0.7337      2258
                               Tuxedo     0.5758    0.8295    0.6797      2258

                             accuracy                         0.7124    108384
                            macro avg     0.6920    0.7124    0.6936    108384
                         weighted avg     0.6920    0.7124    0.6936    108384