Returns car brand with about 84% accuracy given on an image.

See https://www.kaggle.com/code/dima806/car-models-image-detection-vit for details.

Accuracy: 0.8410
F1 Score: 0.8372

Classification report:

                               precision    recall  f1-score   support

                    Acura ILX     0.7004    0.8657    0.7743       216
                    Acura MDX     0.8211    0.7222    0.7685       216
                    Acura NSX     0.8434    0.7731    0.8068       216
                    Acura RDX     0.6456    0.8519    0.7345       216
                    Acura RLX     0.7159    0.8750    0.7875       216
                    Acura TLX     0.8125    0.9028    0.8553       216
                Alfa Romeo 4C     0.9596    0.8796    0.9179       216
         Alfa Romeo 4C Spider     0.9114    1.0000    0.9536       216
            Alfa Romeo Giulia     0.9289    0.9676    0.9478       216
           Alfa Romeo Stelvio     0.9721    0.9676    0.9698       216
            Aston Martin DB11     0.9933    0.6898    0.8142       216
             Aston Martin DBS     1.0000    0.6991    0.8229       216
        Aston Martin Vanquish     0.9256    0.9213    0.9234       216
         Aston Martin Vantage     0.6407    0.8791    0.7412       215
                      Audi A3     0.6429    0.6698    0.6560       215
                      Audi A4     0.6598    0.7395    0.6974       215
                      Audi A5     0.7440    0.7163    0.7299       215
                      Audi A6     0.6383    0.5556    0.5941       216
                      Audi A7     0.6611    0.7349    0.6960       215
                      Audi A8     0.6760    0.7860    0.7269       215
                      Audi Q3     0.9459    0.9767    0.9611       215
                      Audi Q5     0.7934    0.7860    0.7897       215
                      Audi Q7     0.8259    0.8565    0.8409       216
                      Audi Q8     0.9346    0.9302    0.9324       215
                      Audi R8     0.7215    0.7315    0.7264       216
                      Audi TT     0.6949    0.8791    0.7762       215
                  Audi e-tron     0.9908    1.0000    0.9954       216
                 BMW 2-Series     0.6548    0.5116    0.5744       215
                 BMW 3-Series     0.6575    0.6667    0.6621       216
                 BMW 4-Series     0.6411    0.7361    0.6853       216
                 BMW 5-Series     0.6224    0.4120    0.4958       216
                 BMW 6-Series     0.7765    0.6140    0.6857       215
                 BMW 7-Series     0.7195    0.7361    0.7277       216
                 BMW 8-Series     1.0000    0.8935    0.9438       216
                       BMW X1     0.8442    0.9070    0.8744       215
                       BMW X2     0.9231    1.0000    0.9600       216
                       BMW X3     0.7445    0.7824    0.7630       216
                       BMW X4     0.8700    0.8093    0.8386       215
                       BMW X5     0.7816    0.6326    0.6992       215
                       BMW X6     0.7137    0.7500    0.7314       216
                       BMW X7     0.9774    1.0000    0.9886       216
                       BMW Z4     0.8400    0.6837    0.7538       215
                       BMW i3     0.8729    0.9581    0.9135       215
                       BMW i8     0.8629    0.9907    0.9224       216
             Bentley Bentayga     0.9591    0.9769    0.9679       216
       Bentley Continental GT     0.7621    0.7269    0.7441       216
          Bentley Flying Spur     0.7908    0.8750    0.8308       216
             Bentley Mulsanne     0.8242    0.9769    0.8941       216
                Buick Cascada     0.9770    0.9860    0.9815       215
                Buick Enclave     0.7756    0.9120    0.8383       216
                 Buick Encore     0.8798    0.9491    0.9131       216
               Buick Envision     0.8950    0.9861    0.9383       216
               Buick Lacrosse     0.7005    0.6419    0.6699       215
                  Buick Regal     0.7939    0.6065    0.6877       216
                 Cadillac ATS     0.6867    0.7953    0.7371       215
                 Cadillac CT4     0.9908    1.0000    0.9954       216
                 Cadillac CT5     0.9908    1.0000    0.9954       216
                 Cadillac CT6     0.8472    0.8981    0.8719       216
                 Cadillac CTS     0.7337    0.6791    0.7053       215
            Cadillac Escalade     0.8155    0.7814    0.7981       215
                 Cadillac XT4     1.0000    1.0000    1.0000       216
                 Cadillac XT5     0.9231    1.0000    0.9600       216
                 Cadillac XT6     0.9729    1.0000    0.9862       215
                 Cadillac XTS     0.8333    0.8565    0.8447       216
             Chevrolet Blazer     0.9450    0.9537    0.9493       216
            Chevrolet Bolt EV     1.0000    0.9769    0.9883       216
             Chevrolet Camaro     0.7423    0.6698    0.7042       215
           Chevrolet Colorado     0.7043    0.6093    0.6534       215
           Chevrolet Corvette     0.8247    0.7407    0.7805       216
              Chevrolet Cruze     0.7000    0.5833    0.6364       216
            Chevrolet Equinox     0.7814    0.7814    0.7814       215
             Chevrolet Impala     0.6955    0.9306    0.7960       216
             Chevrolet Malibu     0.7562    0.5602    0.6436       216
     Chevrolet Silverado 1500     0.6000    0.4167    0.4918       216
   Chevrolet Silverado 2500HD     0.6494    0.7546    0.6981       216
              Chevrolet Sonic     0.8925    0.8843    0.8884       216
              Chevrolet Spark     0.8761    0.9209    0.8980       215
           Chevrolet Suburban     0.8922    0.8426    0.8667       216
              Chevrolet Tahoe     0.8914    0.9163    0.9037       215
        Chevrolet TrailBlazer     0.9417    0.9722    0.9567       216
           Chevrolet Traverse     0.8462    0.9167    0.8800       216
               Chevrolet Trax     0.9381    0.9860    0.9615       215
               Chevrolet Volt     0.7650    0.7721    0.7685       215
                 Chrysler 300     0.7261    0.8140    0.7675       215
            Chrysler Pacifica     0.8233    0.8843    0.8527       216
             Dodge Challenger     0.6932    0.8056    0.7452       216
                Dodge Charger     0.6435    0.6435    0.6435       216
                Dodge Durango     0.8832    0.8750    0.8791       216
          Dodge Grand Caravan     0.9676    0.9676    0.9676       216
                Dodge Journey     0.8286    0.9442    0.8826       215
              FIAT 124 Spider     0.9953    0.9767    0.9859       215
                     FIAT 500     0.7944    0.7870    0.7907       216
                    FIAT 500L     0.9725    0.9860    0.9792       215
                    FIAT 500X     0.9513    0.9954    0.9729       216
                    FIAT 500e     0.9512    0.9028    0.9264       216
              Ferrari 488 GTB     0.9633    0.9722    0.9677       216
            Ferrari GTC4Lusso     1.0000    1.0000    1.0000       216
            Ferrari Portofino     1.0000    1.0000    1.0000       216
                Ford Ecosport     0.9729    1.0000    0.9862       215
                    Ford Edge     0.8621    0.4630    0.6024       216
                  Ford Escape     0.8973    0.6065    0.7238       216
              Ford Expedition     0.8646    0.7685    0.8137       216
                Ford Explorer     0.8048    0.7860    0.7953       215
                   Ford F-150     0.6718    0.6093    0.6390       215
                  Ford Fiesta     0.7425    0.5741    0.6475       216
                    Ford Flex     0.8688    0.8889    0.8787       216
                  Ford Fusion     0.7571    0.7395    0.7482       215
                 Ford Mustang     0.6471    0.5093    0.5699       216
                  Ford Ranger     0.8861    0.8287    0.8565       216
        Ford Super Duty F-250     0.7540    0.8698    0.8078       215
                  Ford Taurus     0.7108    0.8233    0.7629       215
   Ford Transit Connect Wagon     0.9809    0.9535    0.9670       215
                   GMC Acadia     0.9272    0.8884    0.9074       215
                   GMC Canyon     0.7717    0.9074    0.8340       216
              GMC Sierra 1500     0.5957    0.3889    0.4706       216
            GMC Sierra 2500HD     0.7056    0.6435    0.6731       216
                  GMC Terrain     0.8878    0.8426    0.8646       216
                    GMC Yukon     0.9224    0.9395    0.9309       215
                  Genesis G70     0.9904    0.9628    0.9764       215
                  Genesis G80     0.9474    1.0000    0.9730       216
                  Genesis G90     0.8777    0.9349    0.9054       215
                 Honda Accord     0.8019    0.3935    0.5280       216
                   Honda CR-V     0.7714    0.7535    0.7624       215
                  Honda Civic     0.6837    0.3102    0.4268       216
                Honda Clarity     0.7886    0.8981    0.8398       216
                    Honda Fit     0.7865    0.7023    0.7420       215
                   Honda HR-V     0.9244    0.9630    0.9433       216
                Honda Insight     0.7238    0.8047    0.7621       215
                Honda Odyssey     0.8643    0.8843    0.8741       216
               Honda Passport     0.8898    0.9767    0.9313       215
                  Honda Pilot     0.8009    0.7860    0.7934       215
              Honda Ridgeline     0.7760    0.8981    0.8326       216
               Hyundai Accent     0.7577    0.7963    0.7765       216
              Hyundai Elantra     0.6067    0.5023    0.5496       215
                Hyundai Ioniq     0.8361    0.9256    0.8786       215
                 Hyundai Kona     0.9899    0.9120    0.9494       216
        Hyundai Kona Electric     0.9188    1.0000    0.9577       215
                 Hyundai NEXO     1.0000    1.0000    1.0000       215
             Hyundai Palisade     0.9515    1.0000    0.9752       216
             Hyundai Santa Fe     0.8392    0.5581    0.6704       215
               Hyundai Sonata     0.5817    0.5628    0.5721       215
               Hyundai Tucson     0.9249    0.7442    0.8247       215
             Hyundai Veloster     0.8249    0.8287    0.8268       216
                Hyundai Venue     0.9774    1.0000    0.9886       216
                 INFINITI Q50     0.8725    0.8279    0.8496       215
                 INFINITI Q60     0.8565    0.9398    0.8962       216
                 INFINITI Q70     0.9450    0.9537    0.9493       216
                INFINITI QX30     0.9908    1.0000    0.9954       216
                INFINITI QX50     0.8445    0.9349    0.8874       215
                INFINITI QX60     0.8919    0.9167    0.9041       216
                INFINITI QX80     0.9159    0.9628    0.9388       215
                Jaguar E-Pace     0.9818    1.0000    0.9908       216
                Jaguar F-Pace     0.9798    0.8981    0.9372       216
                Jaguar F-Type     0.8768    0.8279    0.8517       215
                Jaguar I-Pace     0.8471    0.9535    0.8972       215
                    Jaguar XE     0.7984    0.9167    0.8534       216
                    Jaguar XF     0.7467    0.5209    0.6137       215
                    Jaguar XJ     0.7568    0.7778    0.7671       216
                Jeep Cherokee     0.9122    0.8698    0.8905       215
                 Jeep Compass     0.8756    0.8837    0.8796       215
               Jeep Gladiator     1.0000    1.0000    1.0000       216
          Jeep Grand Cherokee     0.8950    0.8287    0.8606       216
                Jeep Renegade     0.9816    0.9861    0.9838       216
                Jeep Wrangler     0.9810    0.9583    0.9696       216
                  Kia Cadenza     0.8164    0.9721    0.8875       215
                    Kia Forte     0.5972    0.5860    0.5915       215
                     Kia K900     0.9149    1.0000    0.9556       215
                     Kia Niro     0.8077    0.9722    0.8824       216
                   Kia Optima     0.7009    0.7269    0.7136       216
                      Kia Rio     0.7089    0.6991    0.7040       216
                   Kia Sedona     0.8475    0.9259    0.8850       216
                  Kia Sorento     0.7299    0.7163    0.7230       215
                     Kia Soul     0.7432    0.8884    0.8093       215
                  Kia Soul EV     0.9498    0.9674    0.9585       215
                 Kia Sportage     0.9100    0.8889    0.8993       216
                  Kia Stinger     0.9862    1.0000    0.9931       215
                Kia Telluride     0.9163    0.9674    0.9412       215
        Lamborghini Aventador     1.0000    1.0000    1.0000       215
          Lamborghini Huracan     0.9488    0.9488    0.9488       215
             Lamborghini Urus     0.9954    1.0000    0.9977       215
          Land Rover Defender     0.9954    1.0000    0.9977       215
         Land Rover Discovery     0.8793    0.9488    0.9128       215
   Land Rover Discovery Sport     0.8723    0.9535    0.9111       215
       Land Rover Range Rover     0.6016    0.7130    0.6525       216
Land Rover Range Rover Evoque     0.8807    0.8930    0.8868       215
 Land Rover Range Rover Sport     0.7353    0.6944    0.7143       216
 Land Rover Range Rover Velar     0.9770    0.9815    0.9792       216
                     Lexus ES     0.7277    0.7917    0.7583       216
                     Lexus GS     0.8247    0.7407    0.7805       216
                     Lexus GX     0.9177    0.9860    0.9507       215
                     Lexus IS     0.8095    0.7907    0.8000       215
                     Lexus LC     0.9685    1.0000    0.9840       215
                     Lexus LS     0.8419    0.8419    0.8419       215
                     Lexus LX     0.8750    0.8102    0.8413       216
                     Lexus NX     0.8846    0.9628    0.9220       215
                     Lexus RC     0.8211    0.8287    0.8249       216
                     Lexus RX     0.7611    0.7963    0.7783       216
                     Lexus UX     0.9513    1.0000    0.9751       215
              Lincoln Aviator     0.9183    0.8884    0.9031       215
          Lincoln Continental     0.7711    0.8889    0.8258       216
              Lincoln Corsair     0.9191    1.0000    0.9579       216
                  Lincoln MKC     0.9635    0.9814    0.9724       215
                  Lincoln MKT     0.8814    0.9630    0.9204       216
                  Lincoln MKZ     0.7788    0.7824    0.7806       216
             Lincoln Nautilus     0.9452    0.9628    0.9539       215
            Lincoln Navigator     0.8767    0.8889    0.8828       216
                 MINI Clubman     0.8733    0.8935    0.8833       216
                  MINI Cooper     0.8155    0.7778    0.7962       216
       MINI Cooper Countryman     0.8386    0.8698    0.8539       215
              Maserati Ghibli     0.9427    0.9907    0.9661       216
         Maserati GranTurismo     0.8357    0.8241    0.8298       216
             Maserati Levante     0.9773    1.0000    0.9885       215
        Maserati Quattroporte     0.9019    0.8977    0.8998       215
                   Mazda CX-3     0.9378    0.9769    0.9569       216
                  Mazda CX-30     0.9600    1.0000    0.9796       216
                   Mazda CX-5     0.8778    0.7315    0.7980       216
                   Mazda CX-9     0.8718    0.9444    0.9067       216
                 Mazda MAZDA3     0.7041    0.6389    0.6699       216
                 Mazda MAZDA6     0.6951    0.7176    0.7062       216
             Mazda MX-5 Miata     0.8889    0.7778    0.8296       216
       Mazda Mazda3 Hatchback     0.9954    1.0000    0.9977       215
                McLaren 570GT     1.0000    1.0000    1.0000       216
                 McLaren 570S     1.0000    1.0000    1.0000       215
                 McLaren 720S     0.9774    1.0000    0.9886       216
        Mercedes-Benz A Class     0.9474    1.0000    0.9730       216
         Mercedes-Benz AMG GT     0.9295    0.9769    0.9526       216
        Mercedes-Benz C Class     0.6261    0.3333    0.4350       216
      Mercedes-Benz CLA Class     0.7036    0.9120    0.7944       216
      Mercedes-Benz CLS Class     0.6714    0.6620    0.6667       216
        Mercedes-Benz E Class     0.7026    0.6343    0.6667       216
            Mercedes-Benz EQC     0.9862    1.0000    0.9931       215
        Mercedes-Benz G Class     0.8390    0.9209    0.8780       215
      Mercedes-Benz GLA Class     0.7935    0.9116    0.8485       215
      Mercedes-Benz GLB Class     0.9389    1.0000    0.9685       215
      Mercedes-Benz GLC Class     0.7989    0.6465    0.7147       215
      Mercedes-Benz GLE Class     0.9103    0.6605    0.7655       215
      Mercedes-Benz GLS Class     0.8471    1.0000    0.9172       216
         Mercedes-Benz Metris     0.9774    1.0000    0.9886       216
        Mercedes-Benz S Class     0.6364    0.5509    0.5906       216
       Mercedes-Benz SL Class     0.7160    0.8326    0.7699       215
      Mercedes-Benz SLC Class     0.9381    0.9815    0.9593       216
     Mitsubishi Eclipse Cross     0.9908    1.0000    0.9954       216
            Mitsubishi Mirage     0.8481    0.9349    0.8894       215
         Mitsubishi Outlander     0.8554    0.6574    0.7435       216
   Mitsubishi Outlander Sport     0.7600    0.8796    0.8155       216
                  Nissan 370Z     0.9742    0.8750    0.9220       216
                Nissan Altima     0.8353    0.6605    0.7377       215
                Nissan Armada     0.9193    0.9491    0.9339       216
              Nissan Frontier     0.8738    0.8698    0.8718       215
                  Nissan GT-R     0.6301    0.7176    0.6710       216
                 Nissan Kicks     0.9474    1.0000    0.9730       216
                  Nissan Leaf     0.7673    0.7176    0.7416       216
                Nissan Maxima     0.8479    0.8558    0.8519       215
                Nissan Murano     0.8726    0.8605    0.8665       215
                 Nissan NV200     1.0000    1.0000    1.0000       215
            Nissan Pathfinder     0.8028    0.8102    0.8065       216
                 Nissan Rogue     0.7822    0.8148    0.7982       216
           Nissan Rogue Sport     0.9773    1.0000    0.9885       215
                Nissan Sentra     0.6009    0.6343    0.6171       216
                 Nissan Titan     0.8042    0.7037    0.7506       216
                 Nissan Versa     0.7770    0.5023    0.6102       215
                  Porsche 718     0.9106    0.9907    0.9490       216
           Porsche 718 Spyder     1.0000    1.0000    1.0000       216
                  Porsche 911     0.7701    0.6667    0.7146       216
              Porsche Cayenne     0.7701    0.6667    0.7146       216
                Porsche Macan     0.8432    0.9256    0.8825       215
             Porsche Panamera     0.7018    0.7407    0.7207       216
               Porsche Taycan     0.9336    0.9769    0.9548       216
                     Ram 1500     0.7523    0.7767    0.7643       215
                     Ram 2500     0.8287    0.8287    0.8287       216
         Rolls-Royce Cullinan     0.9903    0.9491    0.9693       216
             Rolls-Royce Dawn     1.0000    1.0000    1.0000       216
            Rolls-Royce Ghost     0.9279    0.9581    0.9428       215
          Rolls-Royce Phantom     0.9641    0.9954    0.9795       216
           Rolls-Royce Wraith     1.0000    1.0000    1.0000       216
                Subaru Ascent     0.8458    0.9907    0.9126       216
                   Subaru BRZ     0.8272    0.9306    0.8758       216
             Subaru Crosstrek     0.8599    0.8279    0.8436       215
              Subaru Forester     0.7889    0.7269    0.7566       216
               Subaru Impreza     0.6215    0.6186    0.6200       215
                Subaru Legacy     0.5024    0.4791    0.4905       215
               Subaru Outback     0.7438    0.8333    0.7860       216
              Subaru STI S209     1.0000    1.0000    1.0000       215
                   Subaru WRX     0.6816    0.7767    0.7261       215
                Tesla Model 3     0.9310    1.0000    0.9643       216
                Tesla Model S     0.7881    0.8611    0.8230       216
                Tesla Model X     0.9908    1.0000    0.9954       216
                Tesla Model Y     1.0000    1.0000    1.0000       216
               Toyota 4Runner     0.9167    0.9167    0.9167       216
                    Toyota 86     1.0000    1.0000    1.0000       216
                Toyota Avalon     0.7880    0.6713    0.7250       216
                  Toyota C-HR     0.9515    1.0000    0.9752       216
                 Toyota Camry     0.6745    0.6620    0.6682       216
               Toyota Corolla     0.7586    0.6140    0.6787       215
            Toyota Highlander     0.8539    0.7037    0.7716       216
          Toyota Land Cruiser     0.9147    0.8935    0.9040       216
                 Toyota Mirai     0.9127    0.9676    0.9393       216
                 Toyota Prius     0.6484    0.7721    0.7049       215
               Toyota Prius C     0.7092    0.9302    0.8048       215
                  Toyota RAV4     0.7403    0.6233    0.6768       215
               Toyota Sequoia     0.9217    0.9259    0.9238       216
                Toyota Sienna     0.9703    0.9074    0.9378       216
                 Toyota Supra     0.9505    0.9769    0.9635       216
                Toyota Tacoma     0.6969    0.8233    0.7548       215
                Toyota Tundra     0.7376    0.6930    0.7146       215
                 Toyota Yaris     0.6806    0.4537    0.5444       216
       Toyota Yaris Hatchback     1.0000    1.0000    1.0000       216
            Volkswagen Arteon     0.9471    1.0000    0.9729       215
             Volkswagen Atlas     0.8921    1.0000    0.9430       215
            Volkswagen Beetle     0.7839    0.8565    0.8186       216
              Volkswagen Golf     0.7040    0.7269    0.7153       216
             Volkswagen Jetta     0.5907    0.7083    0.6442       216
            Volkswagen Passat     0.6947    0.4233    0.5260       215
            Volkswagen Tiguan     0.7926    0.8000    0.7963       215
            Volkswagen e-Golf     0.8584    0.9259    0.8909       216
                    Volvo S60     0.6640    0.3843    0.4868       216
                    Volvo S90     0.7878    0.8935    0.8373       216
                    Volvo V60     0.6966    0.7546    0.7244       216
                    Volvo V90     0.8833    0.9860    0.9319       215
                   Volvo XC40     0.9729    1.0000    0.9862       215
                   Volvo XC60     0.7841    0.8241    0.8036       216
                   Volvo XC90     0.8528    0.7778    0.8136       216
                 smart fortwo     0.8418    0.7639    0.8010       216

                     accuracy                         0.8410     69639
                    macro avg     0.8406    0.8410    0.8372     69639
                 weighted avg     0.8406    0.8410    0.8372     69639
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