dima806's picture
Update README.md
028d74a 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 65% 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     0.9517    0.8818    0.9154      2258
                     American Bobtail     0.2800    0.1014    0.1489      2258
                        American Curl     0.8084    0.7865    0.7973      2258
                   American Shorthair     0.1564    0.0124    0.0230      2258
                    Applehead Siamese     0.9224    0.9686    0.9449      2258
                             Balinese     0.7271    0.8366    0.7780      2258
                               Bengal     0.6922    0.7241    0.7078      2258
                               Birman     0.7330    0.7927    0.7617      2258
                               Bombay     0.4852    0.8428    0.6159      2258
                    British Shorthair     0.5846    0.6351    0.6088      2258
                              Burmese     0.7730    0.6891    0.7286      2258
                               Calico     0.5623    0.5837    0.5728      2258
                          Cornish Rex     0.9618    0.9911    0.9762      2258
                            Devon Rex     0.9346    0.9872    0.9602      2258
                        Dilute Calico     0.5448    0.5363    0.5405      2258
                 Dilute Tortoiseshell     0.5344    0.6568    0.5893      2258
                   Domestic Long Hair     0.3356    0.2582    0.2919      2258
                 Domestic Medium Hair     0.2142    0.0722    0.1080      2258
                  Domestic Short Hair     0.6069    0.8446    0.7063      2258
                         Egyptian Mau     0.7261    0.8065    0.7642      2258
                     Exotic Shorthair     0.8000    0.6678    0.7280      2258
Extra-Toes Cat - Hemingway Polydactyl     0.2692    0.0465    0.0793      2258
                               Havana     0.9264    0.9588    0.9423      2258
                            Himalayan     0.6659    0.6222    0.6433      2258
                     Japanese Bobtail     0.7976    0.9021    0.8466      2258
                           Maine Coon     0.3810    0.5164    0.4385      2258
                                 Manx     0.2653    0.0173    0.0324      2258
                             Munchkin     0.5869    0.6191    0.6026      2258
                             Nebelung     0.8971    0.9880    0.9404      2258
                     Norwegian Forest     0.5979    0.6572    0.6262      2258
                  Oriental Short Hair     0.6182    0.3463    0.4439      2258
                              Persian     0.7616    0.7298    0.7454      2258
                           Ragamuffin     0.8929    0.9194    0.9060      2258
                              Ragdoll     0.5139    0.3942    0.4461      2258
                         Russian Blue     0.7303    0.8933    0.8036      2258
                        Scottish Fold     0.8616    0.8025    0.8310      2258
                              Siamese     0.6016    0.5443    0.5715      2258
                             Siberian     0.7688    0.8587    0.8113      2258
                             Snowshoe     0.7166    0.7693    0.7420      2258
                               Sphynx     0.9959    0.9787    0.9873      2258
                                Tabby     0.2731    0.2733    0.2732      2258
                                Tiger     0.2989    0.5434    0.3857      2258
                            Tonkinese     0.8178    0.8570    0.8369      2258
                               Torbie     0.4840    0.5815    0.5283      2258
                        Tortoiseshell     0.5948    0.8016    0.6829      2258
                       Turkish Angora     0.6075    0.6683    0.6364      2258
                          Turkish Van     0.5588    0.7533    0.6416      2258
                               Tuxedo     0.5451    0.8034    0.6495      2258

                             accuracy                         0.6567    108384
                            macro avg     0.6326    0.6567    0.6321    108384
                         weighted avg     0.6326    0.6567    0.6321    108384