--- license: apache-2.0 metrics: - accuracy - f1 --- Returns car brand given an image with about 91% accuracy. See https://www.kaggle.com/code/dima806/car-model-image-detection-vit for more details. ``` Accuracy: 0.9121 F1 Score: 0.9109 Classification report: precision recall f1-score support Acura ILX 0.9251 0.9767 0.9502 215 Acura MDX 0.9771 0.7953 0.8769 215 Acura NSX 0.9249 0.9163 0.9206 215 Acura RDX 0.9375 0.9028 0.9198 216 Acura RLX 0.8756 0.9163 0.8955 215 Acura TLX 0.9457 0.9676 0.9565 216 Alfa Romeo 4C 0.9805 0.9306 0.9549 216 Alfa Romeo 4C Spider 0.9351 1.0000 0.9664 216 Alfa Romeo Giulia 0.9640 0.9953 0.9794 215 Alfa Romeo Stelvio 1.0000 1.0000 1.0000 216 Aston Martin DB11 0.9818 1.0000 0.9908 216 Aston Martin DBS 0.9771 0.9907 0.9838 215 Aston Martin Vanquish 0.9761 0.9444 0.9600 216 Aston Martin Vantage 0.8873 0.8791 0.8832 215 Audi A3 0.8257 0.8372 0.8314 215 Audi A4 0.8607 0.8009 0.8297 216 Audi A5 0.8251 0.8519 0.8383 216 Audi A6 0.7778 0.8140 0.7955 215 Audi A7 0.7237 0.8611 0.7865 216 Audi A8 0.8398 0.8981 0.8680 216 Audi Q3 0.9685 1.0000 0.9840 215 Audi Q5 0.8383 0.9163 0.8756 215 Audi Q7 0.9476 0.9256 0.9365 215 Audi Q8 0.9934 0.6991 0.8207 216 Audi R8 0.8043 0.8750 0.8381 216 Audi TT 0.8632 0.9395 0.8998 215 Audi e-tron 1.0000 0.9259 0.9615 216 BMW 2-Series 0.8698 0.8698 0.8698 215 BMW 3-Series 0.8564 0.7731 0.8127 216 BMW 4-Series 0.8376 0.9074 0.8711 216 BMW 5-Series 0.8395 0.6296 0.7196 216 BMW 6-Series 0.8450 0.7824 0.8125 216 BMW 7-Series 0.9457 0.8056 0.8700 216 BMW 8-Series 1.0000 0.9442 0.9713 215 BMW X1 0.9254 0.9769 0.9505 216 BMW X2 1.0000 0.5442 0.7048 215 BMW X3 0.8700 0.9023 0.8858 215 BMW X4 0.9832 0.8148 0.8911 216 BMW X5 0.9180 0.7814 0.8442 215 BMW X6 0.7542 0.8380 0.7939 216 BMW X7 1.0000 1.0000 1.0000 215 BMW Z4 0.8785 0.8744 0.8765 215 BMW i3 0.9167 0.9676 0.9414 216 BMW i8 0.9427 0.9907 0.9661 216 Bentley Bentayga 0.9863 1.0000 0.9931 216 Bentley Continental GT 0.8605 0.8605 0.8605 215 Bentley Flying Spur 0.8519 0.9583 0.9020 216 Bentley Mulsanne 0.9267 0.9954 0.9598 216 Buick Cascada 0.9817 0.9954 0.9885 216 Buick Enclave 0.9502 0.9722 0.9611 216 Buick Encore 0.9548 0.9814 0.9679 215 Buick Envision 0.9730 1.0000 0.9863 216 Buick Lacrosse 0.7602 0.8698 0.8113 215 Buick Regal 0.9062 0.6744 0.7733 215 Cadillac ATS 0.7969 0.9674 0.8739 215 Cadillac CT4 1.0000 1.0000 1.0000 216 Cadillac CT5 1.0000 1.0000 1.0000 216 Cadillac CT6 0.9842 0.8657 0.9212 216 Cadillac CTS 0.9302 0.7442 0.8269 215 Cadillac Escalade 0.9704 0.9120 0.9403 216 Cadillac XT4 0.9954 1.0000 0.9977 216 Cadillac XT5 0.9391 1.0000 0.9686 216 Cadillac XT6 1.0000 1.0000 1.0000 216 Cadillac XTS 0.8532 0.9954 0.9188 216 Chevrolet Blazer 0.9815 0.9860 0.9838 215 Chevrolet Bolt EV 1.0000 1.0000 1.0000 215 Chevrolet Camaro 0.8287 0.8326 0.8306 215 Chevrolet Colorado 0.7747 0.9074 0.8358 216 Chevrolet Corvette 0.8750 0.8140 0.8434 215 Chevrolet Cruze 0.8981 0.6528 0.7560 216 Chevrolet Equinox 0.7837 0.8889 0.8330 216 Chevrolet Impala 0.9852 0.9259 0.9547 216 Chevrolet Malibu 0.7303 0.8186 0.7719 215 Chevrolet Silverado 1500 0.7979 0.6977 0.7444 215 Chevrolet Silverado 2500HD 0.7870 0.8380 0.8117 216 Chevrolet Sonic 0.9130 0.9722 0.9417 216 Chevrolet Spark 0.9862 0.9954 0.9908 216 Chevrolet Suburban 0.9526 0.8380 0.8916 216 Chevrolet Tahoe 0.8667 0.9630 0.9123 216 Chevrolet TrailBlazer 0.9899 0.9074 0.9469 216 Chevrolet Traverse 1.0000 0.4744 0.6435 215 Chevrolet Trax 1.0000 0.9907 0.9953 215 Chevrolet Volt 0.8017 0.8981 0.8472 216 Chrysler 300 0.8276 0.8930 0.8591 215 Chrysler Pacifica 0.9714 0.9444 0.9577 216 Dodge Challenger 0.7976 0.9306 0.8590 216 Dodge Charger 0.8394 0.7535 0.7941 215 Dodge Durango 0.9321 0.9537 0.9428 216 Dodge Grand Caravan 1.0000 0.9861 0.9930 216 Dodge Journey 0.9583 0.9583 0.9583 216 FIAT 124 Spider 0.9643 1.0000 0.9818 216 FIAT 500 0.8995 0.9163 0.9078 215 FIAT 500L 1.0000 1.0000 1.0000 216 FIAT 500X 0.9954 1.0000 0.9977 215 FIAT 500e 0.9721 0.9721 0.9721 215 Ferrari 488 GTB 0.9863 1.0000 0.9931 216 Ferrari GTC4Lusso 1.0000 1.0000 1.0000 216 Ferrari Portofino 1.0000 1.0000 1.0000 215 Ford Ecosport 1.0000 1.0000 1.0000 215 Ford Edge 0.8077 0.8791 0.8419 215 Ford Escape 0.8696 0.7407 0.8000 216 Ford Expedition 0.9741 0.8704 0.9193 216 Ford Explorer 0.8798 0.8472 0.8632 216 Ford F-150 0.7768 0.8056 0.7909 216 Ford Fiesta 0.8663 0.8102 0.8373 216 Ford Flex 0.9812 0.9721 0.9766 215 Ford Fusion 0.9415 0.7488 0.8342 215 Ford Mustang 0.8098 0.7685 0.7886 216 Ford Ranger 0.9439 0.8565 0.8981 216 Ford Super Duty F-250 0.8889 0.8930 0.8910 215 Ford Taurus 0.8667 0.8465 0.8565 215 Ford Transit Connect Wagon 0.9908 1.0000 0.9954 215 GMC Acadia 0.9279 0.9537 0.9406 216 GMC Canyon 0.9078 0.8657 0.8863 216 GMC Sierra 1500 0.8249 0.6791 0.7449 215 GMC Sierra 2500HD 0.7636 0.7778 0.7706 216 GMC Terrain 0.9067 0.9444 0.9252 216 GMC Yukon 0.9330 0.9676 0.9500 216 Genesis G70 1.0000 0.7917 0.8837 216 Genesis G80 0.9729 1.0000 0.9862 215 Genesis G90 0.8606 1.0000 0.9251 216 Honda Accord 0.7500 0.5278 0.6196 216 Honda CR-V 0.9147 0.8935 0.9040 216 Honda Civic 0.7985 0.4954 0.6114 216 Honda Clarity 0.9752 0.9163 0.9448 215 Honda Fit 0.8905 0.8657 0.8779 216 Honda HR-V 0.9685 1.0000 0.9840 215 Honda Insight 0.8282 0.8704 0.8488 216 Honda Odyssey 0.8974 0.9722 0.9333 216 Honda Passport 0.9771 0.9861 0.9816 216 Honda Pilot 0.9022 0.9442 0.9227 215 Honda Ridgeline 0.8836 0.9535 0.9172 215 Hyundai Accent 0.8462 0.9167 0.8800 216 Hyundai Elantra 0.7427 0.5907 0.6580 215 Hyundai Ioniq 0.9231 1.0000 0.9600 216 Hyundai Kona 1.0000 0.8981 0.9463 216 Hyundai Kona Electric 0.8926 1.0000 0.9432 216 Hyundai NEXO 1.0000 1.0000 1.0000 216 Hyundai Palisade 1.0000 0.9814 0.9906 215 Hyundai Santa Fe 0.7137 0.8194 0.7629 216 Hyundai Sonata 0.7350 0.6806 0.7067 216 Hyundai Tucson 0.8539 0.8657 0.8598 216 Hyundai Veloster 0.9623 0.9488 0.9555 215 Hyundai Venue 1.0000 1.0000 1.0000 215 INFINITI Q50 0.9286 0.8426 0.8835 216 INFINITI Q60 0.8776 0.9954 0.9328 216 INFINITI Q70 1.0000 0.9722 0.9859 216 INFINITI QX30 1.0000 1.0000 1.0000 215 INFINITI QX50 0.9851 0.9213 0.9522 216 INFINITI QX60 0.9671 0.9581 0.9626 215 INFINITI QX80 0.9372 0.9676 0.9522 216 Jaguar E-Pace 0.9863 1.0000 0.9931 216 Jaguar F-Pace 0.9812 0.9721 0.9766 215 Jaguar F-Type 0.8194 0.8611 0.8397 216 Jaguar I-Pace 0.9227 1.0000 0.9598 215 Jaguar XE 0.9450 0.9581 0.9515 215 Jaguar XF 0.8534 0.7546 0.8010 216 Jaguar XJ 0.8426 0.9167 0.8780 216 Jeep Cherokee 0.9505 0.9769 0.9635 216 Jeep Compass 0.9811 0.9630 0.9720 216 Jeep Gladiator 0.9954 1.0000 0.9977 216 Jeep Grand Cherokee 0.9695 0.8843 0.9249 216 Jeep Renegade 0.9863 1.0000 0.9931 216 Jeep Wrangler 0.9906 0.9722 0.9813 216 Kia Cadenza 0.8816 1.0000 0.9371 216 Kia Forte 0.7317 0.6977 0.7143 215 Kia K900 0.9908 1.0000 0.9954 216 Kia Niro 0.9177 0.9815 0.9485 216 Kia Optima 0.7695 0.9120 0.8347 216 Kia Rio 0.8364 0.8287 0.8326 216 Kia Sedona 0.9369 0.9630 0.9498 216 Kia Sorento 0.8368 0.9259 0.8791 216 Kia Soul 0.9306 0.9306 0.9306 216 Kia Soul EV 0.9730 1.0000 0.9863 216 Kia Sportage 0.9636 0.9815 0.9725 216 Kia Stinger 1.0000 1.0000 1.0000 215 Kia Telluride 0.9641 1.0000 0.9817 215 Lamborghini Aventador 1.0000 1.0000 1.0000 215 Lamborghini Huracan 0.9860 0.9769 0.9814 216 Lamborghini Urus 0.9685 1.0000 0.9840 215 Land Rover Defender 1.0000 1.0000 1.0000 216 Land Rover Discovery 0.9595 0.9907 0.9748 215 Land Rover Discovery Sport 0.9897 0.8935 0.9392 216 Land Rover Range Rover 0.7529 0.8930 0.8170 215 Land Rover Range Rover Evoque 0.8802 0.9907 0.9322 215 Land Rover Range Rover Sport 0.8279 0.8241 0.8260 216 Land Rover Range Rover Velar 1.0000 0.8465 0.9169 215 Lexus ES 0.9095 0.8380 0.8723 216 Lexus GS 0.8155 0.8837 0.8482 215 Lexus GX 0.9908 1.0000 0.9954 215 Lexus IS 0.8475 0.8791 0.8630 215 Lexus LC 1.0000 1.0000 1.0000 215 Lexus LS 0.9369 0.9630 0.9498 216 Lexus LX 0.8681 0.9488 0.9067 215 Lexus NX 0.9541 0.9630 0.9585 216 Lexus RC 0.8802 0.9907 0.9322 215 Lexus RX 0.8991 0.9491 0.9234 216 Lexus UX 0.9954 1.0000 0.9977 215 Lincoln Aviator 0.9134 0.9814 0.9462 215 Lincoln Continental 0.8809 0.9628 0.9200 215 Lincoln Corsair 1.0000 0.9581 0.9786 215 Lincoln MKC 0.9773 1.0000 0.9885 215 Lincoln MKT 0.9286 0.9630 0.9455 216 Lincoln MKZ 0.9517 0.9163 0.9336 215 Lincoln Nautilus 0.9636 0.9815 0.9725 216 Lincoln Navigator 0.9241 0.9628 0.9431 215 MINI Clubman 0.9674 0.9630 0.9652 216 MINI Cooper 0.9409 0.8843 0.9117 216 MINI Cooper Countryman 0.9535 0.9491 0.9513 216 Maserati Ghibli 1.0000 0.9953 0.9977 215 Maserati GranTurismo 0.9038 0.8744 0.8889 215 Maserati Levante 1.0000 0.9398 0.9690 216 Maserati Quattroporte 0.9671 0.9537 0.9604 216 Mazda CX-3 1.0000 0.9954 0.9977 216 Mazda CX-30 1.0000 1.0000 1.0000 216 Mazda CX-5 0.8615 0.9213 0.8904 216 Mazda CX-9 0.9177 0.9860 0.9507 215 Mazda MAZDA3 0.7868 0.7209 0.7524 215 Mazda MAZDA6 0.8773 0.8935 0.8853 216 Mazda MX-5 Miata 0.9124 0.9209 0.9167 215 Mazda Mazda3 Hatchback 0.9954 1.0000 0.9977 215 McLaren 570GT 1.0000 1.0000 1.0000 216 McLaren 570S 0.9908 1.0000 0.9954 215 McLaren 720S 0.9954 1.0000 0.9977 216 Mercedes-Benz A Class 0.9954 1.0000 0.9977 216 Mercedes-Benz AMG GT 0.9558 1.0000 0.9774 216 Mercedes-Benz C Class 0.7403 0.6233 0.6768 215 Mercedes-Benz CLA Class 0.9151 0.8981 0.9065 216 Mercedes-Benz CLS Class 0.8186 0.8605 0.8390 215 Mercedes-Benz E Class 0.7524 0.7349 0.7435 215 Mercedes-Benz EQC 1.0000 1.0000 1.0000 215 Mercedes-Benz G Class 0.9531 0.9398 0.9464 216 Mercedes-Benz GLA Class 0.8631 0.9630 0.9103 216 Mercedes-Benz GLB Class 0.9908 1.0000 0.9954 216 Mercedes-Benz GLC Class 0.7585 0.8326 0.7938 215 Mercedes-Benz GLE Class 0.8376 0.9074 0.8711 216 Mercedes-Benz GLS Class 0.9908 1.0000 0.9954 215 Mercedes-Benz Metris 0.9954 1.0000 0.9977 216 Mercedes-Benz S Class 0.7350 0.7963 0.7644 216 Mercedes-Benz SL Class 0.8655 0.8977 0.8813 215 Mercedes-Benz SLC Class 0.9863 1.0000 0.9931 216 Mitsubishi Eclipse Cross 1.0000 1.0000 1.0000 216 Mitsubishi Mirage 0.8755 0.9814 0.9254 215 Mitsubishi Outlander 0.8602 0.9398 0.8982 216 Mitsubishi Outlander Sport 0.9442 0.9398 0.9420 216 Nissan 370Z 0.9896 0.8837 0.9337 215 Nissan Altima 0.7832 0.8194 0.8009 216 Nissan Armada 0.9856 0.9581 0.9717 215 Nissan Frontier 0.9537 0.9581 0.9559 215 Nissan GT-R 0.8774 0.8651 0.8712 215 Nissan Kicks 0.9908 1.0000 0.9954 216 Nissan Leaf 0.7262 0.8843 0.7975 216 Nissan Maxima 0.8814 0.9674 0.9224 215 Nissan Murano 0.9431 0.9256 0.9343 215 Nissan NV200 0.9954 1.0000 0.9977 215 Nissan Pathfinder 0.9213 0.9213 0.9213 216 Nissan Rogue 0.9289 0.9074 0.9180 216 Nissan Rogue Sport 0.9908 1.0000 0.9954 216 Nissan Sentra 0.8362 0.6852 0.7532 216 Nissan Titan 0.7360 0.8558 0.7914 215 Nissan Versa 0.8342 0.7721 0.8019 215 Porsche 718 0.9513 1.0000 0.9751 215 Porsche 718 Spyder 1.0000 1.0000 1.0000 216 Porsche 911 0.9167 0.7163 0.8042 215 Porsche Cayenne 0.7951 0.8981 0.8435 216 Porsche Macan 0.9213 0.9213 0.9213 216 Porsche Panamera 0.8298 0.9028 0.8647 216 Porsche Taycan 0.9556 1.0000 0.9773 215 Ram 1500 0.9271 0.8241 0.8725 216 Ram 2500 0.9074 0.9074 0.9074 216 Rolls-Royce Cullinan 0.9862 1.0000 0.9931 215 Rolls-Royce Dawn 0.9954 1.0000 0.9977 215 Rolls-Royce Ghost 0.9811 0.9630 0.9720 216 Rolls-Royce Phantom 0.9474 1.0000 0.9730 216 Rolls-Royce Wraith 1.0000 0.9630 0.9811 216 Subaru Ascent 0.9554 0.9907 0.9727 216 Subaru BRZ 0.8987 0.9861 0.9404 216 Subaru Crosstrek 0.9406 0.9537 0.9471 216 Subaru Forester 0.9054 0.9306 0.9178 216 Subaru Impreza 0.7286 0.6744 0.7005 215 Subaru Legacy 0.6564 0.6930 0.6742 215 Subaru Outback 0.8609 0.9167 0.8879 216 Subaru STI S209 1.0000 1.0000 1.0000 216 Subaru WRX 0.8884 0.9213 0.9045 216 Tesla Model 3 0.9730 1.0000 0.9863 216 Tesla Model S 0.9017 0.9769 0.9378 216 Tesla Model X 0.9729 1.0000 0.9862 215 Tesla Model Y 1.0000 1.0000 1.0000 216 Toyota 4Runner 0.9471 0.9954 0.9707 216 Toyota 86 0.9954 1.0000 0.9977 215 Toyota Avalon 0.9077 0.8233 0.8634 215 Toyota C-HR 0.9817 0.9954 0.9885 216 Toyota Camry 0.6816 0.8465 0.7552 215 Toyota Corolla 0.7404 0.7130 0.7264 216 Toyota Highlander 0.8626 0.8426 0.8525 216 Toyota Land Cruiser 0.9409 0.9628 0.9517 215 Toyota Mirai 0.9598 1.0000 0.9795 215 Toyota Prius 0.8122 0.8611 0.8360 216 Toyota Prius C 0.8821 0.9352 0.9079 216 Toyota RAV4 0.9091 0.7407 0.8163 216 Toyota Sequoia 0.9950 0.9259 0.9592 216 Toyota Sienna 0.9624 0.9491 0.9557 216 Toyota Supra 0.9774 1.0000 0.9886 216 Toyota Tacoma 0.9077 0.8194 0.8613 216 Toyota Tundra 0.8500 0.7907 0.8193 215 Toyota Yaris 0.8547 0.7083 0.7747 216 Toyota Yaris Hatchback 1.0000 1.0000 1.0000 215 Volkswagen Arteon 0.9954 1.0000 0.9977 216 Volkswagen Atlas 0.9953 0.9767 0.9859 215 Volkswagen Beetle 0.9144 0.9398 0.9269 216 Volkswagen Golf 0.8981 0.8565 0.8768 216 Volkswagen Jetta 0.7560 0.8750 0.8112 216 Volkswagen Passat 0.8424 0.7917 0.8162 216 Volkswagen Tiguan 0.9615 0.9259 0.9434 216 Volkswagen e-Golf 0.9414 0.9721 0.9565 215 Volvo S60 0.7573 0.7222 0.7393 216 Volvo S90 0.9156 0.9537 0.9342 216 Volvo V60 0.8277 0.9120 0.8678 216 Volvo V90 0.9908 0.9954 0.9931 216 Volvo XC40 0.9908 1.0000 0.9954 215 Volvo XC60 0.9403 0.8791 0.9087 215 Volvo XC90 0.9014 0.8930 0.8972 215 smart fortwo 0.9109 0.8558 0.8825 215 accuracy 0.9121 69639 macro avg 0.9141 0.9121 0.9109 69639 weighted avg 0.9141 0.9121 0.9109 69639 ```