--- 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. ``` Accuracy: 0.5239 F1 Score: 0.4875 Classification report: precision recall f1-score support Acura ILX 0.2741 0.7639 0.4034 216 Acura MDX 0.6667 0.3241 0.4361 216 Acura NSX 0.5873 0.3442 0.4340 215 Acura RDX 1.0000 0.1481 0.2581 216 Acura RLX 0.7131 0.4047 0.5163 215 Acura TLX 0.6923 0.4605 0.5531 215 Alfa Romeo 4C 0.5857 0.8744 0.7015 215 Alfa Romeo 4C Spider 0.8740 1.0000 0.9328 215 Alfa Romeo Giulia 0.6215 0.6157 0.6186 216 Alfa Romeo Stelvio 0.5293 0.9213 0.6723 216 Aston Martin DB11 0.6926 0.8279 0.7542 215 Aston Martin DBS 0.3547 0.9213 0.5122 216 Aston Martin Vanquish 0.7632 0.5370 0.6304 216 Aston Martin Vantage 0.4570 0.3935 0.4229 216 Audi A3 0.6000 0.1674 0.2618 215 Audi A4 0.5078 0.4537 0.4792 216 Audi A5 0.3946 0.4074 0.4009 216 Audi A6 0.2101 0.4047 0.2766 215 Audi A7 0.6571 0.1065 0.1833 216 Audi A8 0.2088 0.7535 0.3269 215 Audi Q3 0.7838 0.8056 0.7945 216 Audi Q5 0.7353 0.4651 0.5698 215 Audi Q7 0.4817 0.6744 0.5620 215 Audi Q8 0.8503 0.5787 0.6887 216 Audi R8 0.6029 0.1907 0.2898 215 Audi TT 0.4027 0.6806 0.5060 216 Audi e-tron 0.9821 0.7674 0.8616 215 BMW 2-Series 0.4561 0.2419 0.3161 215 BMW 3-Series 0.4128 0.2083 0.2769 216 BMW 4-Series 0.6768 0.3116 0.4268 215 BMW 5-Series 0.6316 0.0556 0.1021 216 BMW 6-Series 0.6304 0.1349 0.2222 215 BMW 7-Series 0.3059 0.3116 0.3088 215 BMW 8-Series 0.8062 0.8512 0.8281 215 BMW X1 0.7778 0.3907 0.5201 215 BMW X2 0.9487 0.3426 0.5034 216 BMW X3 0.6493 0.4028 0.4971 216 BMW X4 0.7449 0.3380 0.4650 216 BMW X5 1.0000 0.0279 0.0543 215 BMW X6 0.9500 0.0884 0.1617 215 BMW X7 0.6752 0.9815 0.8000 216 BMW Z4 0.4481 0.3814 0.4121 215 BMW i3 0.7081 0.6852 0.6965 216 BMW i8 0.4954 0.7488 0.5963 215 Bentley Bentayga 0.7547 0.7407 0.7477 216 Bentley Continental GT 0.8800 0.2037 0.3308 216 Bentley Flying Spur 0.4455 0.4167 0.4306 216 Bentley Mulsanne 0.3684 0.6837 0.4788 215 Buick Cascada 0.7105 0.8791 0.7859 215 Buick Enclave 0.3670 0.7407 0.4908 216 Buick Encore 0.3309 0.8241 0.4721 216 Buick Envision 0.5101 0.8194 0.6288 216 Buick Lacrosse 0.3110 0.3023 0.3066 215 Buick Regal 0.9000 0.0833 0.1525 216 Cadillac ATS 0.9048 0.1767 0.2957 215 Cadillac CT4 0.7544 1.0000 0.8600 215 Cadillac CT5 0.5510 1.0000 0.7105 216 Cadillac CT6 0.7423 0.3349 0.4615 215 Cadillac CTS 0.4078 0.3380 0.3696 216 Cadillac Escalade 0.6011 0.5093 0.5514 216 Cadillac XT4 0.6540 0.9581 0.7774 215 Cadillac XT5 0.3893 0.8796 0.5398 216 Cadillac XT6 0.5482 1.0000 0.7082 216 Cadillac XTS 0.3114 0.7256 0.4358 215 Chevrolet Blazer 0.8902 0.7130 0.7918 216 Chevrolet Bolt EV 0.8080 0.8380 0.8227 216 Chevrolet Camaro 0.5049 0.2419 0.3270 215 Chevrolet Colorado 1.0000 0.0741 0.1379 216 Chevrolet Corvette 0.6444 0.4028 0.4957 216 Chevrolet Cruze 0.2619 0.0509 0.0853 216 Chevrolet Equinox 0.9583 0.1065 0.1917 216 Chevrolet Impala 0.2238 0.7917 0.3490 216 Chevrolet Malibu 0.0000 0.0000 0.0000 215 Chevrolet Silverado 1500 0.3584 0.2884 0.3196 215 Chevrolet Silverado 2500HD 0.3946 0.3380 0.3641 216 Chevrolet Sonic 0.5912 0.4954 0.5390 216 Chevrolet Spark 0.2678 0.9583 0.4186 216 Chevrolet Suburban 0.4346 0.4769 0.4547 216 Chevrolet Tahoe 0.3283 0.5000 0.3963 216 Chevrolet TrailBlazer 0.4789 0.8935 0.6236 216 Chevrolet Traverse 0.4459 0.6512 0.5293 215 Chevrolet Trax 0.7490 0.8981 0.8168 216 Chevrolet Volt 0.9067 0.3163 0.4690 215 Chrysler 300 0.6750 0.3767 0.4836 215 Chrysler Pacifica 0.9138 0.4930 0.6405 215 Dodge Challenger 0.7439 0.2824 0.4094 216 Dodge Charger 1.0000 0.0279 0.0543 215 Dodge Durango 0.5189 0.4444 0.4788 216 Dodge Grand Caravan 0.5237 0.8704 0.6539 216 Dodge Journey 0.5804 0.6884 0.6298 215 FIAT 124 Spider 0.4042 0.8889 0.5557 216 FIAT 500 0.6875 0.1019 0.1774 216 FIAT 500L 0.6019 0.8750 0.7132 216 FIAT 500X 0.6655 0.8512 0.7469 215 FIAT 500e 0.4291 0.9815 0.5972 216 Ferrari 488 GTB 0.3996 0.8472 0.5430 216 Ferrari GTC4Lusso 1.0000 1.0000 1.0000 215 Ferrari Portofino 1.0000 1.0000 1.0000 216 Ford Ecosport 0.5683 0.9674 0.7160 215 Ford Edge 0.0000 0.0000 0.0000 216 Ford Escape 1.0000 0.0512 0.0973 215 Ford Expedition 0.3868 0.5139 0.4414 216 Ford Explorer 0.6964 0.1806 0.2868 216 Ford F-150 0.3182 0.0651 0.1081 215 Ford Fiesta 0.3679 0.1806 0.2422 216 Ford Flex 0.6452 0.7442 0.6911 215 Ford Fusion 0.3694 0.1898 0.2508 216 Ford Mustang 0.7273 0.0741 0.1345 216 Ford Ranger 0.5523 0.7083 0.6207 216 Ford Super Duty F-250 0.8276 0.1116 0.1967 215 Ford Taurus 0.7063 0.4698 0.5642 215 Ford Transit Connect Wagon 0.7950 0.8796 0.8352 216 GMC Acadia 0.4085 0.7130 0.5194 216 GMC Canyon 0.3003 0.4907 0.3726 216 GMC Sierra 1500 0.2798 0.3163 0.2969 215 GMC Sierra 2500HD 0.1919 0.6620 0.2976 216 GMC Terrain 0.7000 0.0977 0.1714 215 GMC Yukon 0.4090 0.6759 0.5096 216 Genesis G70 0.8114 0.8565 0.8333 216 Genesis G80 0.4031 0.7222 0.5174 216 Genesis G90 0.4403 0.4977 0.4672 215 Honda Accord 0.1371 0.0787 0.1000 216 Honda CR-V 0.3839 0.3981 0.3909 216 Honda Civic 0.6471 0.0509 0.0944 216 Honda Clarity 0.9091 0.5556 0.6897 216 Honda Fit 0.3910 0.2837 0.3288 215 Honda HR-V 0.8758 0.6204 0.7263 216 Honda Insight 0.8657 0.2685 0.4099 216 Honda Odyssey 0.3605 0.5741 0.4429 216 Honda Passport 0.4059 0.8981 0.5591 216 Honda Pilot 1.0000 0.0602 0.1135 216 Honda Ridgeline 0.4798 0.4419 0.4600 215 Hyundai Accent 0.2243 0.6605 0.3349 215 Hyundai Elantra 0.2500 0.0093 0.0179 216 Hyundai Ioniq 0.6341 0.4815 0.5474 216 Hyundai Kona 0.6478 0.9028 0.7544 216 Hyundai Kona Electric 0.7119 1.0000 0.8317 215 Hyundai NEXO 0.9817 1.0000 0.9908 215 Hyundai Palisade 0.8133 0.9074 0.8578 216 Hyundai Santa Fe 0.5741 0.1442 0.2305 215 Hyundai Sonata 0.5833 0.1620 0.2536 216 Hyundai Tucson 0.8929 0.1157 0.2049 216 Hyundai Veloster 0.5878 0.6667 0.6247 216 Hyundai Venue 0.7941 1.0000 0.8852 216 INFINITI Q50 0.6604 0.1628 0.2612 215 INFINITI Q60 0.4167 0.6713 0.5142 216 INFINITI Q70 0.1591 0.8744 0.2691 215 INFINITI QX30 0.6476 0.9954 0.7847 216 INFINITI QX50 0.9362 0.4093 0.5696 215 INFINITI QX60 0.7647 0.2407 0.3662 216 INFINITI QX80 0.7935 0.6759 0.7300 216 Jaguar E-Pace 0.8361 0.7116 0.7688 215 Jaguar F-Pace 0.9254 0.2870 0.4382 216 Jaguar F-Type 0.9200 0.1065 0.1909 216 Jaguar I-Pace 0.9123 0.2407 0.3810 216 Jaguar XE 0.8478 0.3611 0.5065 216 Jaguar XF 0.5000 0.0279 0.0529 215 Jaguar XJ 0.6875 0.1535 0.2510 215 Jeep Cherokee 0.4057 0.6605 0.5027 215 Jeep Compass 0.6369 0.4651 0.5376 215 Jeep Gladiator 0.7143 1.0000 0.8333 215 Jeep Grand Cherokee 0.7742 0.2222 0.3453 216 Jeep Renegade 0.7183 0.9488 0.8176 215 Jeep Wrangler 0.6844 0.8935 0.7751 216 Kia Cadenza 0.3141 0.6837 0.4305 215 Kia Forte 0.1520 0.3426 0.2105 216 Kia K900 0.6434 0.8102 0.7172 216 Kia Niro 0.5529 0.2176 0.3123 216 Kia Optima 0.5354 0.2454 0.3365 216 Kia Rio 0.2902 0.4676 0.3582 216 Kia Sedona 0.5248 0.5880 0.5546 216 Kia Sorento 1.0000 0.0744 0.1385 215 Kia Soul 0.7222 0.1209 0.2072 215 Kia Soul EV 0.5920 0.9537 0.7305 216 Kia Sportage 0.3618 0.6481 0.4643 216 Kia Stinger 0.9726 0.6605 0.7867 215 Kia Telluride 0.5171 0.7721 0.6194 215 Lamborghini Aventador 0.6458 0.9581 0.7715 215 Lamborghini Huracan 0.4351 0.7917 0.5616 216 Lamborghini Urus 0.3810 1.0000 0.5517 216 Land Rover Defender 0.3816 1.0000 0.5524 216 Land Rover Discovery 1.0000 0.1667 0.2857 216 Land Rover Discovery Sport 0.6388 0.6744 0.6561 215 Land Rover Range Rover 0.4151 0.2047 0.2741 215 Land Rover Range Rover Evoque 1.0000 0.0926 0.1695 216 Land Rover Range Rover Sport 0.3810 0.0370 0.0675 216 Land Rover Range Rover Velar 0.9469 0.4977 0.6524 215 Lexus ES 0.3429 0.1111 0.1678 216 Lexus GS 0.5476 0.3209 0.4047 215 Lexus GX 0.6830 0.8380 0.7526 216 Lexus IS 0.5253 0.3843 0.4439 216 Lexus LC 0.6217 0.6651 0.6427 215 Lexus LS 0.3787 0.5278 0.4410 216 Lexus LX 0.5000 0.0930 0.1569 215 Lexus NX 0.5233 0.8372 0.6440 215 Lexus RC 0.7292 0.1620 0.2652 216 Lexus RX 0.6234 0.4465 0.5203 215 Lexus UX 1.0000 0.6019 0.7514 216 Lincoln Aviator 0.7284 0.5463 0.6243 216 Lincoln Continental 0.7365 0.5070 0.6006 215 Lincoln Corsair 0.6335 0.9444 0.7584 216 Lincoln MKC 0.3358 0.8419 0.4801 215 Lincoln MKT 0.8027 0.5463 0.6501 216 Lincoln MKZ 0.7097 0.4093 0.5192 215 Lincoln Nautilus 0.5886 0.8186 0.6848 215 Lincoln Navigator 0.4976 0.4837 0.4906 215 MINI Clubman 0.7107 0.7963 0.7511 216 MINI Cooper 0.5993 0.7407 0.6625 216 MINI Cooper Countryman 0.8081 0.6465 0.7183 215 Maserati Ghibli 0.4116 0.8843 0.5618 216 Maserati GranTurismo 0.5747 0.2315 0.3300 216 Maserati Levante 0.9767 0.7778 0.8660 216 Maserati Quattroporte 0.4790 0.7407 0.5818 216 Mazda CX-3 0.4613 0.8565 0.5997 216 Mazda CX-30 0.7260 0.9815 0.8346 216 Mazda CX-5 0.5000 0.0093 0.0182 216 Mazda CX-9 0.5960 0.5463 0.5700 216 Mazda MAZDA3 0.3846 0.0465 0.0830 215 Mazda MAZDA6 0.3216 0.5509 0.4061 216 Mazda MX-5 Miata 0.6250 0.1395 0.2281 215 Mazda Mazda3 Hatchback 0.9818 1.0000 0.9908 216 McLaren 570GT 0.9729 1.0000 0.9862 215 McLaren 570S 0.7224 1.0000 0.8388 216 McLaren 720S 0.4976 0.9537 0.6540 216 Mercedes-Benz A Class 0.7071 0.9722 0.8187 216 Mercedes-Benz AMG GT 0.6316 0.3349 0.4377 215 Mercedes-Benz C Class 0.0000 0.0000 0.0000 216 Mercedes-Benz CLA Class 0.9444 0.0787 0.1453 216 Mercedes-Benz CLS Class 0.6087 0.0651 0.1176 215 Mercedes-Benz E Class 0.4706 0.1481 0.2254 216 Mercedes-Benz EQC 0.7013 1.0000 0.8244 216 Mercedes-Benz G Class 0.6494 0.5231 0.5795 216 Mercedes-Benz GLA Class 0.5882 0.6944 0.6369 216 Mercedes-Benz GLB Class 0.3500 0.9722 0.5147 216 Mercedes-Benz GLC Class 0.8462 0.0512 0.0965 215 Mercedes-Benz GLE Class 0.5469 0.3241 0.4070 216 Mercedes-Benz GLS Class 0.5311 0.6744 0.5943 215 Mercedes-Benz Metris 0.7645 0.9167 0.8337 216 Mercedes-Benz S Class 0.3023 0.0602 0.1004 216 Mercedes-Benz SL Class 0.4491 0.5926 0.5110 216 Mercedes-Benz SLC Class 0.7472 0.6186 0.6768 215 Mitsubishi Eclipse Cross 0.5718 1.0000 0.7276 215 Mitsubishi Mirage 0.3723 0.5602 0.4473 216 Mitsubishi Outlander 0.6383 0.2791 0.3883 215 Mitsubishi Outlander Sport 0.4199 0.5463 0.4748 216 Nissan 370Z 0.7537 0.4676 0.5771 216 Nissan Altima 0.3648 0.4120 0.3870 216 Nissan Armada 0.6584 0.6186 0.6379 215 Nissan Frontier 0.4862 0.5721 0.5256 215 Nissan GT-R 0.6909 0.1767 0.2815 215 Nissan Kicks 0.5658 0.9395 0.7063 215 Nissan Leaf 0.6970 0.2140 0.3274 215 Nissan Maxima 0.4830 0.6574 0.5569 216 Nissan Murano 0.9059 0.3581 0.5133 215 Nissan NV200 0.7100 0.9861 0.8256 216 Nissan Pathfinder 0.6714 0.2176 0.3287 216 Nissan Rogue 0.6950 0.4537 0.5490 216 Nissan Rogue Sport 0.8496 0.4465 0.5854 215 Nissan Sentra 0.4091 0.0419 0.0759 215 Nissan Titan 0.3600 0.0417 0.0747 216 Nissan Versa 0.2481 0.2977 0.2706 215 Porsche 718 0.2487 0.8651 0.3863 215 Porsche 718 Spyder 0.9818 1.0000 0.9908 216 Porsche 911 0.6667 0.1767 0.2794 215 Porsche Cayenne 0.7900 0.3657 0.5000 216 Porsche Macan 0.9767 0.3907 0.5581 215 Porsche Panamera 0.6341 0.1204 0.2023 216 Porsche Taycan 0.4470 0.8981 0.5969 216 Ram 1500 0.2591 0.5628 0.3548 215 Ram 2500 0.4246 0.4977 0.4582 215 Rolls-Royce Cullinan 0.7397 1.0000 0.8504 216 Rolls-Royce Dawn 0.5770 0.9537 0.7190 216 Rolls-Royce Ghost 0.3733 0.7778 0.5045 216 Rolls-Royce Phantom 0.4730 0.9722 0.6364 216 Rolls-Royce Wraith 0.9387 0.9213 0.9299 216 Subaru Ascent 0.5724 0.7500 0.6493 216 Subaru BRZ 0.6957 0.4444 0.5424 216 Subaru Crosstrek 0.7895 0.3472 0.4823 216 Subaru Forester 0.5379 0.3628 0.4333 215 Subaru Impreza 0.8000 0.0370 0.0708 216 Subaru Legacy 0.4375 0.0324 0.0603 216 Subaru Outback 0.5125 0.6620 0.5778 216 Subaru STI S209 1.0000 1.0000 1.0000 215 Subaru WRX 0.4496 0.5395 0.4905 215 Tesla Model 3 0.7538 0.9256 0.8309 215 Tesla Model S 0.7805 0.1481 0.2490 216 Tesla Model X 0.8000 0.9488 0.8681 215 Tesla Model Y 0.9474 1.0000 0.9730 216 Toyota 4Runner 0.4172 0.6296 0.5018 216 Toyota 86 0.6854 0.9583 0.7992 216 Toyota Avalon 0.6121 0.4698 0.5316 215 Toyota C-HR 0.7872 0.8565 0.8204 216 Toyota Camry 0.2286 0.4213 0.2964 216 Toyota Corolla 0.5800 0.1343 0.2180 216 Toyota Highlander 0.5753 0.1944 0.2907 216 Toyota Land Cruiser 0.4107 0.6093 0.4906 215 Toyota Mirai 0.6030 0.9256 0.7303 215 Toyota Prius 0.6118 0.2419 0.3467 215 Toyota Prius C 0.2671 0.8000 0.4005 215 Toyota RAV4 0.6400 0.0741 0.1328 216 Toyota Sequoia 0.5498 0.6419 0.5923 215 Toyota Sienna 0.5458 0.7488 0.6314 215 Toyota Supra 0.3483 0.8611 0.4960 216 Toyota Tacoma 0.5513 0.2000 0.2935 215 Toyota Tundra 0.4222 0.0880 0.1456 216 Toyota Yaris 0.2051 0.1111 0.1441 216 Toyota Yaris Hatchback 0.9908 1.0000 0.9954 216 Volkswagen Arteon 0.5414 1.0000 0.7024 216 Volkswagen Atlas 0.8125 0.4815 0.6047 216 Volkswagen Beetle 0.6930 0.6898 0.6914 216 Volkswagen Golf 0.4576 0.1256 0.1971 215 Volkswagen Jetta 0.3333 0.1713 0.2263 216 Volkswagen Passat 1.0000 0.0186 0.0365 215 Volkswagen Tiguan 1.0000 0.2454 0.3941 216 Volkswagen e-Golf 0.4484 0.9302 0.6051 215 Volvo S60 0.4000 0.0093 0.0181 216 Volvo S90 0.8557 0.3843 0.5304 216 Volvo V60 0.9559 0.3009 0.4577 216 Volvo V90 0.5483 0.8977 0.6808 215 Volvo XC40 0.7970 0.7454 0.7703 216 Volvo XC60 0.4800 0.2222 0.3038 216 Volvo XC90 0.8182 0.3767 0.5159 215 smart fortwo 0.6000 0.2083 0.3093 216 accuracy 0.5239 69639 macro avg 0.6050 0.5239 0.4875 69639 weighted avg 0.6050 0.5239 0.4875 69639 ```