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---
license: apache-2.0
metrics:
- accuracy
- f1
---
Returns car brand given an image with about 94% accuracy.
See https://www.kaggle.com/code/dima806/car-model-image-detection-vit for more details.
```
Accuracy: 0.9399
F1 Score: 0.9393
Classification report:
precision recall f1-score support
Acura ILX 0.9724 0.9814 0.9769 215
Acura MDX 0.9894 0.8651 0.9231 215
Acura NSX 0.9500 0.9721 0.9609 215
Acura RDX 0.9533 0.9444 0.9488 216
Acura RLX 0.9279 0.9581 0.9428 215
Acura TLX 0.9862 0.9954 0.9908 216
Alfa Romeo 4C 0.9950 0.9302 0.9615 215
Alfa Romeo 4C Spider 0.9351 1.0000 0.9664 216
Alfa Romeo Giulia 0.9817 0.9953 0.9885 215
Alfa Romeo Stelvio 1.0000 1.0000 1.0000 216
Aston Martin DB11 0.9862 1.0000 0.9931 215
Aston Martin DBS 1.0000 0.9954 0.9977 216
Aston Martin Vanquish 0.9770 0.9860 0.9815 215
Aston Martin Vantage 0.9806 0.9352 0.9573 216
Audi A3 0.8826 0.8704 0.8765 216
Audi A4 0.9296 0.8565 0.8916 216
Audi A5 0.8744 0.9028 0.8884 216
Audi A6 0.8421 0.8930 0.8668 215
Audi A7 0.8190 0.8796 0.8482 216
Audi A8 0.8734 0.9259 0.8989 216
Audi Q3 0.9818 1.0000 0.9908 216
Audi Q5 0.8755 0.9444 0.9087 216
Audi Q7 0.9535 0.9491 0.9513 216
Audi Q8 0.9933 0.6930 0.8164 215
Audi R8 0.9190 0.8935 0.9061 216
Audi TT 0.9241 0.9583 0.9409 216
Audi e-tron 0.9907 0.9860 0.9883 215
BMW 2-Series 0.8772 0.9259 0.9009 216
BMW 3-Series 0.8750 0.8791 0.8770 215
BMW 4-Series 0.9112 0.9070 0.9091 215
BMW 5-Series 0.8908 0.7176 0.7949 216
BMW 6-Series 0.8578 0.8657 0.8618 216
BMW 7-Series 0.9727 0.8241 0.8922 216
BMW 8-Series 1.0000 0.9581 0.9786 215
BMW X1 0.9381 0.9815 0.9593 216
BMW X2 1.0000 0.5349 0.6970 215
BMW X3 0.8678 0.9163 0.8914 215
BMW X4 0.9830 0.8047 0.8849 215
BMW X5 0.9340 0.8558 0.8932 215
BMW X6 0.7311 0.8977 0.8058 215
BMW X7 1.0000 1.0000 1.0000 215
BMW Z4 0.9393 0.9349 0.9371 215
BMW i3 0.9500 0.9721 0.9609 215
BMW i8 0.9725 0.9860 0.9792 215
Bentley Bentayga 0.9953 0.9907 0.9930 216
Bentley Continental GT 0.8200 0.9535 0.8817 215
Bentley Flying Spur 0.9301 0.9861 0.9573 216
Bentley Mulsanne 0.9556 1.0000 0.9773 215
Buick Cascada 0.9954 1.0000 0.9977 215
Buick Enclave 0.9860 0.9860 0.9860 215
Buick Encore 0.9863 1.0000 0.9931 216
Buick Envision 0.9686 1.0000 0.9841 216
Buick Lacrosse 0.8462 0.9167 0.8800 216
Buick Regal 0.9471 0.8287 0.8840 216
Cadillac ATS 0.8300 0.9722 0.8955 216
Cadillac CT4 1.0000 1.0000 1.0000 215
Cadillac CT5 0.9954 1.0000 0.9977 215
Cadillac CT6 0.9841 0.8611 0.9185 216
Cadillac CTS 0.9415 0.8194 0.8762 216
Cadillac Escalade 0.9809 0.9491 0.9647 216
Cadillac XT4 1.0000 1.0000 1.0000 216
Cadillac XT5 0.9774 1.0000 0.9886 216
Cadillac XT6 1.0000 1.0000 1.0000 215
Cadillac XTS 0.9505 0.9769 0.9635 216
Chevrolet Blazer 0.9862 0.9907 0.9885 216
Chevrolet Bolt EV 1.0000 1.0000 1.0000 216
Chevrolet Camaro 0.8774 0.8611 0.8692 216
Chevrolet Colorado 0.8933 0.9306 0.9116 216
Chevrolet Corvette 0.9327 0.8981 0.9151 216
Chevrolet Cruze 0.9508 0.8056 0.8722 216
Chevrolet Equinox 0.8211 0.9395 0.8764 215
Chevrolet Impala 0.9809 0.9535 0.9670 215
Chevrolet Malibu 0.8821 0.8657 0.8738 216
Chevrolet Silverado 1500 0.8278 0.8009 0.8141 216
Chevrolet Silverado 2500HD 0.8592 0.8472 0.8531 216
Chevrolet Sonic 0.9716 0.9491 0.9602 216
Chevrolet Spark 0.9863 1.0000 0.9931 216
Chevrolet Suburban 0.9697 0.8889 0.9275 216
Chevrolet Tahoe 0.9330 0.9676 0.9500 216
Chevrolet TrailBlazer 0.9950 0.9209 0.9565 215
Chevrolet Traverse 1.0000 0.5953 0.7464 215
Chevrolet Trax 0.9729 1.0000 0.9862 215
Chevrolet Volt 0.8577 0.9491 0.9011 216
Chrysler 300 0.8417 0.9352 0.8860 216
Chrysler Pacifica 0.9813 0.9722 0.9767 216
Dodge Challenger 0.8395 0.9488 0.8908 215
Dodge Charger 0.8955 0.8372 0.8654 215
Dodge Durango 0.9595 0.9861 0.9726 216
Dodge Grand Caravan 0.9954 0.9954 0.9954 216
Dodge Journey 0.9676 0.9676 0.9676 216
FIAT 124 Spider 0.9814 0.9814 0.9814 215
FIAT 500 0.9100 0.8930 0.9014 215
FIAT 500L 1.0000 1.0000 1.0000 215
FIAT 500X 1.0000 1.0000 1.0000 216
FIAT 500e 0.9770 0.9815 0.9792 216
Ferrari 488 GTB 0.9954 1.0000 0.9977 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 0.8388 0.9442 0.8884 215
Ford Escape 0.9455 0.8843 0.9139 216
Ford Expedition 0.9950 0.9209 0.9565 215
Ford Explorer 0.9179 0.8837 0.9005 215
Ford F-150 0.8519 0.8558 0.8538 215
Ford Fiesta 0.8981 0.8981 0.8981 216
Ford Flex 0.9858 0.9721 0.9789 215
Ford Fusion 0.9397 0.8657 0.9012 216
Ford Mustang 0.8505 0.7674 0.8068 215
Ford Ranger 0.9760 0.9398 0.9575 216
Ford Super Duty F-250 0.9206 0.9120 0.9163 216
Ford Taurus 0.8964 0.9213 0.9087 216
Ford Transit Connect Wagon 0.9908 1.0000 0.9954 215
GMC Acadia 0.9425 0.9861 0.9638 216
GMC Canyon 0.9662 0.9259 0.9456 216
GMC Sierra 1500 0.8586 0.7907 0.8232 215
GMC Sierra 2500HD 0.8182 0.8750 0.8456 216
GMC Terrain 0.9273 0.9444 0.9358 216
GMC Yukon 0.9591 0.9769 0.9679 216
Genesis G70 1.0000 0.7778 0.8750 216
Genesis G80 0.9862 1.0000 0.9931 215
Genesis G90 0.9640 0.9907 0.9772 216
Honda Accord 0.8429 0.7454 0.7912 216
Honda CR-V 0.9144 0.9442 0.9291 215
Honda Civic 0.8323 0.6465 0.7277 215
Honda Clarity 0.9845 0.8796 0.9291 216
Honda Fit 0.9510 0.9023 0.9260 215
Honda HR-V 0.9863 1.0000 0.9931 216
Honda Insight 0.8943 0.9442 0.9186 215
Honda Odyssey 0.9511 0.9907 0.9705 216
Honda Passport 0.9907 0.9861 0.9884 216
Honda Pilot 0.9375 0.9767 0.9567 215
Honda Ridgeline 0.9292 0.9722 0.9502 216
Hyundai Accent 0.9302 0.9259 0.9281 216
Hyundai Elantra 0.8191 0.7130 0.7624 216
Hyundai Ioniq 0.9467 0.9907 0.9682 215
Hyundai Kona 1.0000 0.9814 0.9906 215
Hyundai Kona Electric 0.9773 1.0000 0.9885 215
Hyundai NEXO 1.0000 1.0000 1.0000 215
Hyundai Palisade 1.0000 1.0000 1.0000 216
Hyundai Santa Fe 0.8223 0.9213 0.8690 216
Hyundai Sonata 0.7943 0.7685 0.7812 216
Hyundai Tucson 0.9314 0.8796 0.9048 216
Hyundai Veloster 0.9766 0.9676 0.9721 216
Hyundai Venue 1.0000 1.0000 1.0000 216
INFINITI Q50 0.9257 0.8698 0.8969 215
INFINITI Q60 0.9345 0.9907 0.9618 216
INFINITI Q70 1.0000 0.9767 0.9882 215
INFINITI QX30 1.0000 1.0000 1.0000 216
INFINITI QX50 0.9903 0.9491 0.9693 216
INFINITI QX60 0.9765 0.9674 0.9720 215
INFINITI QX80 0.9587 0.9676 0.9631 216
Jaguar E-Pace 1.0000 1.0000 1.0000 216
Jaguar F-Pace 0.9953 0.9860 0.9907 215
Jaguar F-Type 0.9522 0.9213 0.9365 216
Jaguar I-Pace 0.9773 1.0000 0.9885 215
Jaguar XE 0.9806 0.9395 0.9596 215
Jaguar XF 0.8538 0.8419 0.8478 215
Jaguar XJ 0.8884 0.9628 0.9241 215
Jeep Cherokee 0.9596 0.9907 0.9749 216
Jeep Compass 1.0000 0.9628 0.9810 215
Jeep Gladiator 1.0000 1.0000 1.0000 216
Jeep Grand Cherokee 0.9519 0.9209 0.9362 215
Jeep Renegade 1.0000 1.0000 1.0000 216
Jeep Wrangler 1.0000 0.9815 0.9907 216
Kia Cadenza 0.9076 1.0000 0.9515 216
Kia Forte 0.7679 0.8426 0.8035 216
Kia K900 1.0000 1.0000 1.0000 216
Kia Niro 0.9638 0.9861 0.9748 216
Kia Optima 0.8512 0.9537 0.8996 216
Kia Rio 0.9143 0.8930 0.9035 215
Kia Sedona 0.9816 0.9861 0.9838 216
Kia Sorento 0.9266 0.9352 0.9309 216
Kia Soul 0.9254 0.9814 0.9526 215
Kia Soul EV 0.9818 1.0000 0.9908 216
Kia Sportage 0.9638 0.9861 0.9748 216
Kia Stinger 0.9908 1.0000 0.9954 216
Kia Telluride 0.9862 1.0000 0.9931 215
Lamborghini Aventador 1.0000 1.0000 1.0000 216
Lamborghini Huracan 0.9861 0.9861 0.9861 216
Lamborghini Urus 0.9774 1.0000 0.9886 216
Land Rover Defender 1.0000 1.0000 1.0000 216
Land Rover Discovery 0.9513 1.0000 0.9751 215
Land Rover Discovery Sport 0.9941 0.7778 0.8727 216
Land Rover Range Rover 0.8500 0.9488 0.8967 215
Land Rover Range Rover Evoque 0.8164 0.9676 0.8856 216
Land Rover Range Rover Sport 0.8319 0.8704 0.8507 216
Land Rover Range Rover Velar 1.0000 0.8419 0.9141 215
Lexus ES 0.9366 0.8930 0.9143 215
Lexus GS 0.9054 0.9306 0.9178 216
Lexus GX 1.0000 1.0000 1.0000 215
Lexus IS 0.9087 0.8750 0.8915 216
Lexus LC 0.9908 1.0000 0.9954 215
Lexus LS 0.9535 0.9491 0.9513 216
Lexus LX 0.9130 0.9767 0.9438 215
Lexus NX 0.9953 0.9814 0.9883 215
Lexus RC 0.9134 0.9769 0.9441 216
Lexus RX 0.9163 0.9674 0.9412 215
Lexus UX 1.0000 1.0000 1.0000 216
Lincoln Aviator 0.9464 0.9815 0.9636 216
Lincoln Continental 0.9110 0.9954 0.9513 216
Lincoln Corsair 1.0000 0.9581 0.9786 215
Lincoln MKC 0.9817 1.0000 0.9908 215
Lincoln MKT 0.9231 1.0000 0.9600 216
Lincoln MKZ 0.9617 0.9349 0.9481 215
Lincoln Nautilus 0.9730 1.0000 0.9863 216
Lincoln Navigator 0.9591 0.9814 0.9701 215
MINI Clubman 0.9630 0.9674 0.9652 215
MINI Cooper 0.9461 0.8977 0.9212 215
MINI Cooper Countryman 0.9716 0.9535 0.9624 215
Maserati Ghibli 0.9730 1.0000 0.9863 216
Maserati GranTurismo 0.9128 0.9256 0.9192 215
Maserati Levante 1.0000 0.9722 0.9859 216
Maserati Quattroporte 0.9770 0.9860 0.9815 215
Mazda CX-3 0.9954 1.0000 0.9977 216
Mazda CX-30 1.0000 1.0000 1.0000 215
Mazda CX-5 0.8995 0.9163 0.9078 215
Mazda CX-9 0.9817 0.9954 0.9885 216
Mazda MAZDA3 0.8549 0.7639 0.8068 216
Mazda MAZDA6 0.9393 0.9349 0.9371 215
Mazda MX-5 Miata 0.9484 0.9395 0.9439 215
Mazda Mazda3 Hatchback 1.0000 1.0000 1.0000 215
McLaren 570GT 1.0000 1.0000 1.0000 215
McLaren 570S 0.9863 1.0000 0.9931 216
McLaren 720S 0.9954 1.0000 0.9977 216
Mercedes-Benz A Class 0.9863 1.0000 0.9931 216
Mercedes-Benz AMG GT 0.9730 1.0000 0.9863 216
Mercedes-Benz C Class 0.7512 0.7442 0.7477 215
Mercedes-Benz CLA Class 0.9091 0.9302 0.9195 215
Mercedes-Benz CLS Class 0.8967 0.8884 0.8925 215
Mercedes-Benz E Class 0.8257 0.8333 0.8295 216
Mercedes-Benz EQC 1.0000 1.0000 1.0000 216
Mercedes-Benz G Class 0.9541 0.9674 0.9607 215
Mercedes-Benz GLA Class 0.8921 1.0000 0.9430 215
Mercedes-Benz GLB Class 1.0000 1.0000 1.0000 216
Mercedes-Benz GLC Class 0.8442 0.9070 0.8744 215
Mercedes-Benz GLE Class 0.9009 0.9676 0.9330 216
Mercedes-Benz GLS Class 0.9954 1.0000 0.9977 216
Mercedes-Benz Metris 1.0000 1.0000 1.0000 216
Mercedes-Benz S Class 0.7840 0.7767 0.7804 215
Mercedes-Benz SL Class 0.9067 0.9444 0.9252 216
Mercedes-Benz SLC Class 0.9774 1.0000 0.9886 216
Mitsubishi Eclipse Cross 1.0000 1.0000 1.0000 215
Mitsubishi Mirage 0.9724 0.9769 0.9746 216
Mitsubishi Outlander 0.9163 0.9630 0.9391 216
Mitsubishi Outlander Sport 0.9585 0.9674 0.9630 215
Nissan 370Z 0.9948 0.8796 0.9337 216
Nissan Altima 0.8632 0.9352 0.8978 216
Nissan Armada 0.9953 0.9722 0.9836 216
Nissan Frontier 0.9859 0.9722 0.9790 216
Nissan GT-R 0.9062 0.9442 0.9248 215
Nissan Kicks 0.9954 1.0000 0.9977 215
Nissan Leaf 0.7960 0.9213 0.8541 216
Nissan Maxima 0.9238 0.9537 0.9385 216
Nissan Murano 0.9539 0.9583 0.9561 216
Nissan NV200 0.9954 1.0000 0.9977 216
Nissan Pathfinder 0.9455 0.9674 0.9563 215
Nissan Rogue 0.9358 0.9444 0.9401 216
Nissan Rogue Sport 0.9954 1.0000 0.9977 216
Nissan Sentra 0.8450 0.7860 0.8145 215
Nissan Titan 0.8432 0.9213 0.8805 216
Nissan Versa 0.8932 0.8558 0.8741 215
Porsche 718 0.9641 0.9954 0.9795 216
Porsche 718 Spyder 1.0000 1.0000 1.0000 215
Porsche 911 0.8857 0.8611 0.8732 216
Porsche Cayenne 0.8259 0.9444 0.8812 216
Porsche Macan 0.9238 0.9581 0.9406 215
Porsche Panamera 0.8978 0.9352 0.9161 216
Porsche Taycan 0.9730 1.0000 0.9863 216
Ram 1500 0.9659 0.9167 0.9406 216
Ram 2500 0.9234 0.9491 0.9361 216
Rolls-Royce Cullinan 1.0000 1.0000 1.0000 216
Rolls-Royce Dawn 1.0000 1.0000 1.0000 216
Rolls-Royce Ghost 0.9817 1.0000 0.9908 215
Rolls-Royce Phantom 0.9954 1.0000 0.9977 216
Rolls-Royce Wraith 1.0000 0.9395 0.9688 215
Subaru Ascent 0.9774 1.0000 0.9886 216
Subaru BRZ 0.9509 0.9861 0.9682 216
Subaru Crosstrek 0.9724 0.9769 0.9746 216
Subaru Forester 0.9234 0.9491 0.9361 216
Subaru Impreza 0.8066 0.7917 0.7991 216
Subaru Legacy 0.7313 0.7685 0.7494 216
Subaru Outback 0.9200 0.9583 0.9388 216
Subaru STI S209 1.0000 1.0000 1.0000 216
Subaru WRX 0.9099 0.9395 0.9245 215
Tesla Model 3 0.9862 1.0000 0.9931 215
Tesla Model S 0.9336 0.9769 0.9548 216
Tesla Model X 0.9862 1.0000 0.9931 215
Tesla Model Y 1.0000 1.0000 1.0000 216
Toyota 4Runner 0.9817 0.9954 0.9885 216
Toyota 86 0.9954 1.0000 0.9977 216
Toyota Avalon 0.9314 0.8796 0.9048 216
Toyota C-HR 0.9954 1.0000 0.9977 216
Toyota Camry 0.7800 0.9028 0.8369 216
Toyota Corolla 0.8408 0.7860 0.8125 215
Toyota Highlander 0.9455 0.8843 0.9139 216
Toyota Land Cruiser 0.9771 0.9907 0.9838 215
Toyota Mirai 0.9730 1.0000 0.9863 216
Toyota Prius 0.8750 0.8750 0.8750 216
Toyota Prius C 0.9248 0.9676 0.9457 216
Toyota RAV4 0.9353 0.8744 0.9038 215
Toyota Sequoia 0.9951 0.9395 0.9665 215
Toyota Sienna 0.9721 0.9721 0.9721 215
Toyota Supra 0.9643 1.0000 0.9818 216
Toyota Tacoma 0.9275 0.8889 0.9078 216
Toyota Tundra 0.9698 0.8935 0.9301 216
Toyota Yaris 0.9040 0.8287 0.8647 216
Toyota Yaris Hatchback 1.0000 1.0000 1.0000 216
Volkswagen Arteon 1.0000 1.0000 1.0000 216
Volkswagen Atlas 1.0000 0.9954 0.9977 216
Volkswagen Beetle 0.9404 0.9491 0.9447 216
Volkswagen Golf 0.9183 0.8884 0.9031 215
Volkswagen Jetta 0.8093 0.8884 0.8470 215
Volkswagen Passat 0.8744 0.8419 0.8578 215
Volkswagen Tiguan 0.9450 0.9537 0.9493 216
Volkswagen e-Golf 0.9724 0.9814 0.9769 215
Volvo S60 0.7773 0.8565 0.8150 216
Volvo S90 0.9638 0.9907 0.9771 215
Volvo V60 0.8721 0.8843 0.8782 216
Volvo V90 0.9954 1.0000 0.9977 216
Volvo XC40 0.9862 1.0000 0.9931 215
Volvo XC60 0.9709 0.9259 0.9479 216
Volvo XC90 0.9531 0.9398 0.9464 216
smart fortwo 0.9275 0.8889 0.9078 216
accuracy 0.9399 69639
macro avg 0.9413 0.9399 0.9393 69639
weighted avg 0.9413 0.9399 0.9393 69639
``` |