metadata
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