--- license: apache-2.0 metrics: - accuracy - f1 --- Returns car brand given an image. See https://www.kaggle.com/code/dima806/car-model-image-detection-vit for more details. ``` Classification report: precision recall f1-score support Acura ILX 0.2554 0.6574 0.3679 108 Acura MDX 0.7381 0.2870 0.4133 108 Acura NSX 0.5238 0.3056 0.3860 108 Acura RDX 1.0000 0.0833 0.1538 108 Acura RLX 0.6415 0.3178 0.4250 107 Acura TLX 0.7368 0.3889 0.5091 108 Alfa Romeo 4C 0.5472 0.8056 0.6517 108 Alfa Romeo 4C Spider 0.7552 1.0000 0.8606 108 Alfa Romeo Giulia 0.7037 0.5278 0.6032 108 Alfa Romeo Stelvio 0.5437 0.8056 0.6493 108 Aston Martin DB11 0.7364 0.7500 0.7431 108 Aston Martin DBS 0.3125 0.8333 0.4545 108 Aston Martin Vanquish 0.6506 0.5047 0.5684 107 Aston Martin Vantage 0.3143 0.2037 0.2472 108 Audi A3 0.7059 0.1111 0.1920 108 Audi A4 0.5949 0.4352 0.5027 108 Audi A5 0.3960 0.3738 0.3846 107 Audi A6 0.2304 0.4907 0.3136 108 Audi A7 0.5714 0.0370 0.0696 108 Audi A8 0.2092 0.7130 0.3235 108 Audi Q3 0.8333 0.6481 0.7292 108 Audi Q5 0.7213 0.4074 0.5207 108 Audi Q7 0.4490 0.6111 0.5176 108 Audi Q8 0.8590 0.6204 0.7204 108 Audi R8 0.4545 0.1389 0.2128 108 Audi TT 0.3846 0.6019 0.4693 108 Audi e-tron 0.9419 0.7570 0.8394 107 BMW 2-Series 0.3469 0.1574 0.2166 108 BMW 3-Series 0.3191 0.1389 0.1935 108 BMW 4-Series 0.6552 0.1759 0.2774 108 BMW 5-Series 0.8571 0.0561 0.1053 107 BMW 6-Series 0.6000 0.1389 0.2256 108 BMW 7-Series 0.2538 0.3084 0.2785 107 BMW 8-Series 0.8286 0.8056 0.8169 108 BMW X1 0.8095 0.3148 0.4533 108 BMW X2 0.9412 0.2963 0.4507 108 BMW X3 0.7234 0.3148 0.4387 108 BMW X4 0.7561 0.2897 0.4189 107 BMW X5 0.8750 0.0648 0.1207 108 BMW X6 1.0000 0.0280 0.0545 107 BMW X7 0.5301 0.8981 0.6667 108 BMW Z4 0.4071 0.4259 0.4163 108 BMW i3 0.7582 0.6389 0.6935 108 BMW i8 0.4573 0.8426 0.5928 108 Bentley Bentayga 0.7195 0.5514 0.6243 107 Bentley Continental GT 0.9000 0.1667 0.2812 108 Bentley Flying Spur 0.3778 0.3178 0.3452 107 Bentley Mulsanne 0.3411 0.6759 0.4534 108 Buick Cascada 0.7692 0.8333 0.8000 108 Buick Enclave 0.3279 0.7570 0.4576 107 Buick Encore 0.2603 0.7037 0.3800 108 Buick Envision 0.4511 0.7685 0.5685 108 Buick Lacrosse 0.2441 0.2870 0.2638 108 Buick Regal 0.3750 0.0278 0.0517 108 Cadillac ATS 0.6250 0.0926 0.1613 108 Cadillac CT4 0.7105 1.0000 0.8308 108 Cadillac CT5 0.4252 1.0000 0.5967 108 Cadillac CT6 0.8056 0.2685 0.4028 108 Cadillac CTS 0.2952 0.2870 0.2911 108 Cadillac Escalade 0.4487 0.3241 0.3763 108 Cadillac XT4 0.5852 0.9537 0.7254 108 Cadillac XT5 0.4062 0.8426 0.5482 108 Cadillac XT6 0.4615 1.0000 0.6316 108 Cadillac XTS 0.3587 0.6111 0.4521 108 Chevrolet Blazer 0.8372 0.6667 0.7423 108 Chevrolet Bolt EV 0.7107 0.7963 0.7511 108 Chevrolet Camaro 0.7234 0.3148 0.4387 108 Chevrolet Colorado 1.0000 0.0556 0.1053 108 Chevrolet Corvette 0.4167 0.1852 0.2564 108 Chevrolet Cruze 0.3000 0.0278 0.0508 108 Chevrolet Equinox 1.0000 0.1481 0.2581 108 Chevrolet Impala 0.1642 0.7315 0.2683 108 Chevrolet Malibu 0.0000 0.0000 0.0000 107 Chevrolet Silverado 1500 0.4912 0.2593 0.3394 108 Chevrolet Silverado 2500HD 0.4054 0.1389 0.2069 108 Chevrolet Sonic 0.4878 0.3704 0.4211 108 Chevrolet Spark 0.2178 0.9537 0.3546 108 Chevrolet Suburban 0.3077 0.3704 0.3361 108 Chevrolet Tahoe 0.2727 0.4722 0.3458 108 Chevrolet TrailBlazer 0.3345 0.8611 0.4819 108 Chevrolet Traverse 0.5042 0.5556 0.5286 108 Chevrolet Trax 0.7600 0.8796 0.8155 108 Chevrolet Volt 0.9091 0.2778 0.4255 108 Chrysler 300 0.6667 0.2778 0.3922 108 Chrysler Pacifica 0.8750 0.4537 0.5976 108 Dodge Challenger 0.7188 0.2130 0.3286 108 Dodge Charger 1.0000 0.0093 0.0183 108 Dodge Durango 0.4455 0.4167 0.4306 108 Dodge Grand Caravan 0.4488 0.8519 0.5879 108 Dodge Journey 0.5566 0.5463 0.5514 108 FIAT 124 Spider 0.4292 0.8981 0.5808 108 FIAT 500 0.8750 0.0654 0.1217 107 FIAT 500L 0.5697 0.8704 0.6886 108 FIAT 500X 0.5741 0.8611 0.6889 108 FIAT 500e 0.4931 0.9907 0.6585 108 Ferrari 488 GTB 0.3165 0.8148 0.4560 108 Ferrari GTC4Lusso 1.0000 1.0000 1.0000 108 Ferrari Portofino 0.9818 1.0000 0.9908 108 Ford Ecosport 0.5288 0.9439 0.6779 107 Ford Edge 0.0000 0.0000 0.0000 108 Ford Escape 1.0000 0.0278 0.0541 108 Ford Expedition 0.3333 0.4815 0.3939 108 Ford Explorer 0.6000 0.1944 0.2937 108 Ford F-150 0.2857 0.0187 0.0351 107 Ford Fiesta 0.2833 0.1574 0.2024 108 Ford Flex 0.5588 0.5278 0.5429 108 Ford Fusion 0.4318 0.1759 0.2500 108 Ford Mustang 0.3333 0.0187 0.0354 107 Ford Ranger 0.5455 0.6111 0.5764 108 Ford Super Duty F-250 0.5000 0.0185 0.0357 108 Ford Taurus 0.6667 0.2407 0.3537 108 Ford Transit Connect Wagon 0.7424 0.9074 0.8167 108 GMC Acadia 0.4568 0.6852 0.5481 108 GMC Canyon 0.3140 0.5047 0.3871 107 GMC Sierra 1500 0.2517 0.3333 0.2869 108 GMC Sierra 2500HD 0.1660 0.7500 0.2718 108 GMC Terrain 0.9524 0.1852 0.3101 108 GMC Yukon 0.3053 0.5370 0.3893 108 Genesis G70 0.8261 0.8796 0.8520 108 Genesis G80 0.3218 0.6075 0.4207 107 Genesis G90 0.5570 0.4112 0.4731 107 Honda Accord 0.2195 0.1667 0.1895 108 Honda CR-V 0.4615 0.3889 0.4221 108 Honda Civic 0.4000 0.0370 0.0678 108 Honda Clarity 0.9375 0.5556 0.6977 108 Honda Fit 0.2917 0.1944 0.2333 108 Honda HR-V 0.9206 0.5370 0.6784 108 Honda Insight 0.9643 0.2500 0.3971 108 Honda Odyssey 0.3483 0.5741 0.4336 108 Honda Passport 0.3694 0.9167 0.5266 108 Honda Pilot 0.9231 0.1121 0.2000 107 Honda Ridgeline 0.3049 0.2315 0.2632 108 Hyundai Accent 0.1724 0.6019 0.2680 108 Hyundai Elantra 0.5000 0.0185 0.0357 108 Hyundai Ioniq 0.6102 0.3364 0.4337 107 Hyundai Kona 0.6433 0.9352 0.7623 108 Hyundai Kona Electric 0.7059 1.0000 0.8276 108 Hyundai NEXO 0.9643 1.0000 0.9818 108 Hyundai Palisade 0.7222 0.8505 0.7811 107 Hyundai Santa Fe 0.7000 0.1308 0.2205 107 Hyundai Sonata 0.5000 0.1204 0.1940 108 Hyundai Tucson 0.5000 0.0185 0.0357 108 Hyundai Veloster 0.4779 0.6019 0.5328 108 Hyundai Venue 0.6993 1.0000 0.8231 107 INFINITI Q50 0.7059 0.1111 0.1920 108 INFINITI Q60 0.4110 0.6204 0.4945 108 INFINITI Q70 0.1311 0.8704 0.2279 108 INFINITI QX30 0.6380 0.9720 0.7704 107 INFINITI QX50 0.8919 0.3056 0.4552 108 INFINITI QX60 0.9259 0.2315 0.3704 108 INFINITI QX80 0.8434 0.6542 0.7368 107 Jaguar E-Pace 0.9070 0.7290 0.8083 107 Jaguar F-Pace 0.9630 0.2407 0.3852 108 Jaguar F-Type 1.0000 0.0926 0.1695 108 Jaguar I-Pace 1.0000 0.1667 0.2857 108 Jaguar XE 0.8889 0.2243 0.3582 107 Jaguar XF 0.5000 0.0185 0.0357 108 Jaguar XJ 0.6250 0.1389 0.2273 108 Jeep Cherokee 0.3416 0.5093 0.4089 108 Jeep Compass 0.5618 0.4630 0.5076 108 Jeep Gladiator 0.6011 1.0000 0.7509 107 Jeep Grand Cherokee 0.6061 0.1852 0.2837 108 Jeep Renegade 0.6769 0.8148 0.7395 108 Jeep Wrangler 0.6410 0.9259 0.7576 108 Kia Cadenza 0.2742 0.6296 0.3820 108 Kia Forte 0.1378 0.3611 0.1995 108 Kia K900 0.5806 0.6729 0.6234 107 Kia Niro 0.5472 0.2685 0.3602 108 Kia Optima 0.4318 0.1759 0.2500 108 Kia Rio 0.2787 0.4722 0.3505 108 Kia Sedona 0.5372 0.6019 0.5677 108 Kia Sorento 1.0000 0.0370 0.0714 108 Kia Soul 0.9167 0.1019 0.1833 108 Kia Soul EV 0.5047 0.9907 0.6688 108 Kia Sportage 0.2928 0.6019 0.3939 108 Kia Stinger 0.9844 0.5833 0.7326 108 Kia Telluride 0.4965 0.6636 0.5680 107 Lamborghini Aventador 0.5915 0.8981 0.7132 108 Lamborghini Huracan 0.3854 0.7315 0.5048 108 Lamborghini Urus 0.3905 1.0000 0.5617 107 Land Rover Defender 0.3313 1.0000 0.4977 108 Land Rover Discovery 0.9000 0.1667 0.2812 108 Land Rover Discovery Sport 0.6875 0.5093 0.5851 108 Land Rover Range Rover 0.3939 0.1204 0.1844 108 Land Rover Range Rover Evoque 1.0000 0.0654 0.1228 107 Land Rover Range Rover Sport 0.6667 0.0187 0.0364 107 Land Rover Range Rover Velar 0.9444 0.3148 0.4722 108 Lexus ES 0.1842 0.0648 0.0959 108 Lexus GS 0.4737 0.2500 0.3273 108 Lexus GX 0.6638 0.7130 0.6875 108 Lexus IS 0.4524 0.3519 0.3958 108 Lexus LC 0.6260 0.7196 0.6696 107 Lexus LS 0.4040 0.5648 0.4710 108 Lexus LX 0.5455 0.0556 0.1008 108 Lexus NX 0.4485 0.6916 0.5441 107 Lexus RC 0.6316 0.1121 0.1905 107 Lexus RX 0.6575 0.4444 0.5304 108 Lexus UX 1.0000 0.4486 0.6194 107 Lincoln Aviator 0.5625 0.4167 0.4787 108 Lincoln Continental 0.7500 0.4722 0.5795 108 Lincoln Corsair 0.4434 0.8704 0.5875 108 Lincoln MKC 0.2724 0.7593 0.4010 108 Lincoln MKT 0.8627 0.4074 0.5535 108 Lincoln MKZ 0.6667 0.3889 0.4912 108 Lincoln Nautilus 0.4778 0.7963 0.5972 108 Lincoln Navigator 0.3333 0.2685 0.2974 108 MINI Clubman 0.6581 0.7130 0.6844 108 MINI Cooper 0.5276 0.6204 0.5702 108 MINI Cooper Countryman 0.7927 0.6019 0.6842 108 Maserati Ghibli 0.2927 0.7778 0.4253 108 Maserati GranTurismo 0.6038 0.2963 0.3975 108 Maserati Levante 0.9744 0.7037 0.8172 108 Maserati Quattroporte 0.4895 0.6481 0.5578 108 Mazda CX-3 0.4817 0.8519 0.6154 108 Mazda CX-30 0.6689 0.9352 0.7799 108 Mazda CX-5 0.0000 0.0000 0.0000 108 Mazda CX-9 0.5802 0.4352 0.4974 108 Mazda MAZDA3 0.0769 0.0093 0.0165 108 Mazda MAZDA6 0.3420 0.6168 0.4400 107 Mazda MX-5 Miata 0.6364 0.1963 0.3000 107 Mazda Mazda3 Hatchback 0.9818 1.0000 0.9908 108 McLaren 570GT 0.9818 1.0000 0.9908 108 McLaren 570S 0.6708 1.0000 0.8030 108 McLaren 720S 0.4975 0.9352 0.6495 108 Mercedes-Benz A Class 0.7626 0.9907 0.8618 107 Mercedes-Benz AMG GT 0.5581 0.2222 0.3179 108 Mercedes-Benz C Class 0.1667 0.0093 0.0175 108 Mercedes-Benz CLA Class 1.0000 0.0185 0.0364 108 Mercedes-Benz CLS Class 0.3333 0.0185 0.0351 108 Mercedes-Benz E Class 0.3478 0.0741 0.1221 108 Mercedes-Benz EQC 0.6968 1.0000 0.8213 108 Mercedes-Benz G Class 0.5909 0.3611 0.4483 108 Mercedes-Benz GLA Class 0.5660 0.5556 0.5607 108 Mercedes-Benz GLB Class 0.2889 0.9630 0.4444 108 Mercedes-Benz GLC Class 0.5556 0.0467 0.0862 107 Mercedes-Benz GLE Class 0.4286 0.2222 0.2927 108 Mercedes-Benz GLS Class 0.5345 0.5794 0.5561 107 Mercedes-Benz Metris 0.7480 0.8796 0.8085 108 Mercedes-Benz S Class 0.4167 0.0463 0.0833 108 Mercedes-Benz SL Class 0.4143 0.5370 0.4677 108 Mercedes-Benz SLC Class 0.7432 0.5093 0.6044 108 Mitsubishi Eclipse Cross 0.5144 0.9907 0.6772 108 Mitsubishi Mirage 0.2750 0.4074 0.3284 108 Mitsubishi Outlander 0.4091 0.1667 0.2368 108 Mitsubishi Outlander Sport 0.3446 0.4722 0.3984 108 Nissan 370Z 0.8393 0.4352 0.5732 108 Nissan Altima 0.3594 0.4259 0.3898 108 Nissan Armada 0.5600 0.5234 0.5411 107 Nissan Frontier 0.4690 0.4907 0.4796 108 Nissan GT-R 0.4615 0.1111 0.1791 108 Nissan Kicks 0.5282 0.9626 0.6821 107 Nissan Leaf 0.6471 0.2056 0.3121 107 Nissan Maxima 0.5630 0.7037 0.6255 108 Nissan Murano 0.8824 0.2778 0.4225 108 Nissan NV200 0.6646 0.9907 0.7955 108 Nissan Pathfinder 0.6316 0.2222 0.3288 108 Nissan Rogue 0.5556 0.3704 0.4444 108 Nissan Rogue Sport 0.9048 0.3519 0.5067 108 Nissan Sentra 0.3000 0.0278 0.0508 108 Nissan Titan 0.4167 0.0463 0.0833 108 Nissan Versa 0.2540 0.2963 0.2735 108 Porsche 718 0.2004 0.8333 0.3232 108 Porsche 718 Spyder 0.9643 1.0000 0.9818 108 Porsche 911 0.5833 0.1944 0.2917 108 Porsche Cayenne 0.8158 0.2870 0.4247 108 Porsche Macan 1.0000 0.3611 0.5306 108 Porsche Panamera 0.5556 0.0463 0.0855 108 Porsche Taycan 0.4054 0.8333 0.5455 108 Ram 1500 0.2057 0.6019 0.3066 108 Ram 2500 0.4299 0.4259 0.4279 108 Rolls-Royce Cullinan 0.7606 1.0000 0.8640 108 Rolls-Royce Dawn 0.5941 0.9439 0.7292 107 Rolls-Royce Ghost 0.3911 0.8224 0.5301 107 Rolls-Royce Phantom 0.4802 0.8981 0.6258 108 Rolls-Royce Wraith 0.9143 0.8889 0.9014 108 Subaru Ascent 0.5620 0.6296 0.5939 108 Subaru BRZ 0.7761 0.4860 0.5977 107 Subaru Crosstrek 0.7353 0.2336 0.3546 107 Subaru Forester 0.5070 0.3333 0.4022 108 Subaru Impreza 0.0000 0.0000 0.0000 108 Subaru Legacy 0.7000 0.0654 0.1197 107 Subaru Outback 0.4215 0.4722 0.4454 108 Subaru STI S209 1.0000 1.0000 1.0000 108 Subaru WRX 0.3869 0.4907 0.4327 108 Tesla Model 3 0.7476 0.7130 0.7299 108 Tesla Model S 0.8947 0.1574 0.2677 108 Tesla Model X 0.7440 0.8611 0.7983 108 Tesla Model Y 0.9076 1.0000 0.9515 108 Toyota 4Runner 0.4179 0.5185 0.4628 108 Toyota 86 0.6034 1.0000 0.7526 108 Toyota Avalon 0.6143 0.3981 0.4831 108 Toyota C-HR 0.7117 0.7383 0.7248 107 Toyota Camry 0.1892 0.3271 0.2397 107 Toyota Corolla 0.5714 0.0370 0.0696 108 Toyota Highlander 0.3590 0.1308 0.1918 107 Toyota Land Cruiser 0.3063 0.4579 0.3670 107 Toyota Mirai 0.5763 0.9444 0.7158 108 Toyota Prius 0.6786 0.1759 0.2794 108 Toyota Prius C 0.2797 0.8131 0.4163 107 Toyota RAV4 0.7333 0.1019 0.1789 108 Toyota Sequoia 0.4196 0.4352 0.4273 108 Toyota Sienna 0.4800 0.6729 0.5603 107 Toyota Supra 0.2818 0.8611 0.4247 108 Toyota Tacoma 0.5667 0.1574 0.2464 108 Toyota Tundra 0.1111 0.0280 0.0448 107 Toyota Yaris 0.1059 0.0841 0.0938 107 Toyota Yaris Hatchback 0.9727 1.0000 0.9862 107 Volkswagen Arteon 0.5775 1.0000 0.7322 108 Volkswagen Atlas 0.6977 0.2778 0.3974 108 Volkswagen Beetle 0.5963 0.6075 0.6019 107 Volkswagen Golf 0.4138 0.1111 0.1752 108 Volkswagen Jetta 0.1786 0.0467 0.0741 107 Volkswagen Passat 1.0000 0.0093 0.0183 108 Volkswagen Tiguan 1.0000 0.1215 0.2167 107 Volkswagen e-Golf 0.4737 0.9167 0.6246 108 Volvo S60 0.0000 0.0000 0.0000 108 Volvo S90 0.7586 0.2037 0.3212 108 Volvo V60 1.0000 0.1111 0.2000 108 Volvo V90 0.5486 0.8889 0.6784 108 Volvo XC40 0.8734 0.6389 0.7380 108 Volvo XC60 0.3750 0.1402 0.2041 107 Volvo XC90 0.6818 0.2778 0.3947 108 smart fortwo 0.5682 0.2315 0.3289 108 accuracy 0.4764 34820 macro avg 0.5693 0.4764 0.4383 34820 weighted avg 0.5693 0.4764 0.4383 34820 ```