--- 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: 0.5872 F1 Score: 0.5563 Classification report: precision recall f1-score support Acura ILX 0.3049 0.8287 0.4458 216 Acura MDX 0.7436 0.4028 0.5225 216 Acura NSX 0.7232 0.3750 0.4939 216 Acura RDX 0.9302 0.1852 0.3089 216 Acura RLX 0.6733 0.4698 0.5534 215 Acura TLX 0.7485 0.5648 0.6438 216 Alfa Romeo 4C 0.6548 0.8558 0.7419 215 Alfa Romeo 4C Spider 0.9038 1.0000 0.9495 216 Alfa Romeo Giulia 0.6261 0.6698 0.6472 215 Alfa Romeo Stelvio 0.5691 0.9581 0.7140 215 Aston Martin DB11 0.6481 0.8651 0.7410 215 Aston Martin DBS 0.4412 0.9213 0.5967 216 Aston Martin Vanquish 0.8488 0.6791 0.7545 215 Aston Martin Vantage 0.4766 0.4722 0.4744 216 Audi A3 0.6098 0.2326 0.3367 215 Audi A4 0.4574 0.6000 0.5191 215 Audi A5 0.3699 0.4233 0.3948 215 Audi A6 0.2415 0.4279 0.3087 215 Audi A7 0.6290 0.1806 0.2806 216 Audi A8 0.2419 0.7917 0.3705 216 Audi Q3 0.8265 0.8380 0.8322 216 Audi Q5 0.7935 0.5721 0.6649 215 Audi Q7 0.5061 0.7639 0.6089 216 Audi Q8 0.8742 0.6435 0.7413 216 Audi R8 0.7248 0.3657 0.4862 216 Audi TT 0.3688 0.7256 0.4890 215 Audi e-tron 0.9831 0.8140 0.8906 215 BMW 2-Series 0.5079 0.2977 0.3754 215 BMW 3-Series 0.5583 0.3102 0.3988 216 BMW 4-Series 0.5435 0.3472 0.4237 216 BMW 5-Series 0.6400 0.0741 0.1328 216 BMW 6-Series 0.5857 0.1898 0.2867 216 BMW 7-Series 0.4865 0.4167 0.4489 216 BMW 8-Series 0.8722 0.9209 0.8959 215 BMW X1 0.8762 0.4279 0.5750 215 BMW X2 0.9159 0.4537 0.6068 216 BMW X3 0.6074 0.4583 0.5224 216 BMW X4 0.7669 0.4744 0.5862 215 BMW X5 1.0000 0.0558 0.1057 215 BMW X6 1.0000 0.1767 0.3004 215 BMW X7 0.7158 0.9676 0.8228 216 BMW Z4 0.5506 0.4537 0.4975 216 BMW i3 0.7198 0.7731 0.7455 216 BMW i8 0.5935 0.8558 0.7010 215 Bentley Bentayga 0.7871 0.7361 0.7608 216 Bentley Continental GT 0.9677 0.2791 0.4332 215 Bentley Flying Spur 0.5429 0.5302 0.5365 215 Bentley Mulsanne 0.3973 0.6806 0.5017 216 Buick Cascada 0.7860 0.9352 0.8541 216 Buick Enclave 0.3787 0.7731 0.5084 216 Buick Encore 0.3673 0.8843 0.5190 216 Buick Envision 0.5925 0.9491 0.7295 216 Buick Lacrosse 0.4848 0.2963 0.3678 216 Buick Regal 0.9310 0.1250 0.2204 216 Cadillac ATS 0.8667 0.3009 0.4467 216 Cadillac CT4 0.8471 1.0000 0.9172 216 Cadillac CT5 0.7143 1.0000 0.8333 215 Cadillac CT6 0.7739 0.4140 0.5394 215 Cadillac CTS 0.4649 0.4000 0.4300 215 Cadillac Escalade 0.6526 0.5767 0.6123 215 Cadillac XT4 0.6852 0.9676 0.8023 216 Cadillac XT5 0.3828 0.9116 0.5392 215 Cadillac XT6 0.6708 1.0000 0.8030 216 Cadillac XTS 0.3260 0.8889 0.4770 216 Chevrolet Blazer 0.8622 0.7860 0.8224 215 Chevrolet Bolt EV 0.8879 0.8796 0.8837 216 Chevrolet Camaro 0.5648 0.2824 0.3765 216 Chevrolet Colorado 0.8824 0.1395 0.2410 215 Chevrolet Corvette 0.6187 0.3981 0.4845 216 Chevrolet Cruze 0.3143 0.0509 0.0876 216 Chevrolet Equinox 0.9688 0.1435 0.2500 216 Chevrolet Impala 0.2915 0.8611 0.4356 216 Chevrolet Malibu 0.5714 0.0370 0.0696 216 Chevrolet Silverado 1500 0.3099 0.3472 0.3275 216 Chevrolet Silverado 2500HD 0.3956 0.5000 0.4417 216 Chevrolet Sonic 0.6718 0.6093 0.6390 215 Chevrolet Spark 0.3563 0.9628 0.5201 215 Chevrolet Suburban 0.5249 0.6343 0.5744 216 Chevrolet Tahoe 0.4922 0.5907 0.5370 215 Chevrolet TrailBlazer 0.5672 0.8796 0.6897 216 Chevrolet Traverse 0.4684 0.6558 0.5465 215 Chevrolet Trax 0.8075 0.8935 0.8484 216 Chevrolet Volt 0.8571 0.3333 0.4800 216 Chrysler 300 0.7213 0.4074 0.5207 216 Chrysler Pacifica 0.8696 0.5581 0.6799 215 Dodge Challenger 0.7414 0.3981 0.5181 216 Dodge Charger 0.9091 0.0463 0.0881 216 Dodge Durango 0.6139 0.5767 0.5947 215 Dodge Grand Caravan 0.6667 0.9259 0.7752 216 Dodge Journey 0.5887 0.7222 0.6486 216 FIAT 124 Spider 0.4342 0.9769 0.6011 216 FIAT 500 0.7111 0.1481 0.2452 216 FIAT 500L 0.6551 0.9583 0.7782 216 FIAT 500X 0.7854 0.9535 0.8613 215 FIAT 500e 0.4744 0.9861 0.6406 216 Ferrari 488 GTB 0.5142 0.8419 0.6384 215 Ferrari GTC4Lusso 1.0000 1.0000 1.0000 216 Ferrari Portofino 0.9954 1.0000 0.9977 215 Ford Ecosport 0.6067 1.0000 0.7552 216 Ford Edge 1.0000 0.0370 0.0714 216 Ford Escape 0.9643 0.1256 0.2222 215 Ford Expedition 0.4913 0.5256 0.5079 215 Ford Explorer 0.8226 0.2361 0.3669 216 Ford F-150 0.4595 0.0791 0.1349 215 Ford Fiesta 0.5045 0.2593 0.3425 216 Ford Flex 0.6406 0.8333 0.7243 216 Ford Fusion 0.5039 0.3009 0.3768 216 Ford Mustang 0.6667 0.1204 0.2039 216 Ford Ranger 0.6142 0.7256 0.6652 215 Ford Super Duty F-250 0.8082 0.2731 0.4083 216 Ford Taurus 0.6720 0.5787 0.6219 216 Ford Transit Connect Wagon 0.8178 0.8977 0.8559 215 GMC Acadia 0.4655 0.7535 0.5755 215 GMC Canyon 0.3593 0.5556 0.4364 216 GMC Sierra 1500 0.3280 0.3796 0.3519 216 GMC Sierra 2500HD 0.2686 0.6019 0.3714 216 GMC Terrain 0.7692 0.1852 0.2985 216 GMC Yukon 0.5632 0.7222 0.6329 216 Genesis G70 0.8861 0.8287 0.8565 216 Genesis G80 0.4856 0.8565 0.6198 216 Genesis G90 0.4824 0.5694 0.5223 216 Honda Accord 0.2661 0.1349 0.1790 215 Honda CR-V 0.3883 0.4907 0.4335 216 Honda Civic 0.6296 0.0791 0.1405 215 Honda Clarity 0.9205 0.6435 0.7575 216 Honda Fit 0.4680 0.4419 0.4545 215 Honda HR-V 0.8152 0.6977 0.7519 215 Honda Insight 0.8519 0.3194 0.4646 216 Honda Odyssey 0.4890 0.7222 0.5832 216 Honda Passport 0.4964 0.9583 0.6540 216 Honda Pilot 0.7333 0.1019 0.1789 216 Honda Ridgeline 0.5880 0.6372 0.6116 215 Hyundai Accent 0.2785 0.6372 0.3876 215 Hyundai Elantra 0.3235 0.0509 0.0880 216 Hyundai Ioniq 0.7143 0.6944 0.7042 216 Hyundai Kona 0.7551 0.8565 0.8026 216 Hyundai Kona Electric 0.7273 1.0000 0.8421 216 Hyundai NEXO 0.9817 1.0000 0.9908 215 Hyundai Palisade 0.9099 0.9860 0.9464 215 Hyundai Santa Fe 0.7544 0.1991 0.3150 216 Hyundai Sonata 0.5109 0.2176 0.3052 216 Hyundai Tucson 0.9744 0.1759 0.2980 216 Hyundai Veloster 0.6382 0.7269 0.6797 216 Hyundai Venue 0.8963 1.0000 0.9453 216 INFINITI Q50 0.8784 0.3023 0.4498 215 INFINITI Q60 0.5073 0.8056 0.6225 216 INFINITI Q70 0.2395 0.9259 0.3806 216 INFINITI QX30 0.7633 1.0000 0.8657 216 INFINITI QX50 0.9570 0.4140 0.5779 215 INFINITI QX60 0.9388 0.4259 0.5860 216 INFINITI QX80 0.7718 0.7395 0.7553 215 Jaguar E-Pace 0.8700 0.8056 0.8365 216 Jaguar F-Pace 0.9740 0.3488 0.5137 215 Jaguar F-Type 0.7568 0.1296 0.2213 216 Jaguar I-Pace 0.8760 0.4907 0.6291 216 Jaguar XE 0.7822 0.3674 0.5000 215 Jaguar XF 0.5714 0.0185 0.0359 216 Jaguar XJ 0.6324 0.2000 0.3039 215 Jeep Cherokee 0.5033 0.7163 0.5912 215 Jeep Compass 0.7186 0.5556 0.6266 216 Jeep Gladiator 0.8151 1.0000 0.8981 216 Jeep Grand Cherokee 0.9294 0.3657 0.5249 216 Jeep Renegade 0.7649 0.9535 0.8489 215 Jeep Wrangler 0.7835 0.9256 0.8486 215 Kia Cadenza 0.4211 0.7407 0.5369 216 Kia Forte 0.1917 0.4074 0.2607 216 Kia K900 0.6779 0.9352 0.7860 216 Kia Niro 0.8862 0.5046 0.6431 216 Kia Optima 0.5865 0.3611 0.4470 216 Kia Rio 0.3657 0.5231 0.4305 216 Kia Sedona 0.6816 0.7767 0.7261 215 Kia Sorento 1.0000 0.0833 0.1538 216 Kia Soul 0.8333 0.2093 0.3346 215 Kia Soul EV 0.6699 0.9676 0.7917 216 Kia Sportage 0.3983 0.6651 0.4983 215 Kia Stinger 0.9641 0.8704 0.9148 216 Kia Telluride 0.5706 0.9581 0.7153 215 Lamborghini Aventador 0.7895 0.9722 0.8714 216 Lamborghini Huracan 0.5350 0.7814 0.6352 215 Lamborghini Urus 0.3956 1.0000 0.5669 216 Land Rover Defender 0.5094 1.0000 0.6750 216 Land Rover Discovery 1.0000 0.2731 0.4291 216 Land Rover Discovery Sport 0.6360 0.8009 0.7090 216 Land Rover Range Rover 0.4438 0.3674 0.4020 215 Land Rover Range Rover Evoque 0.9355 0.2685 0.4173 216 Land Rover Range Rover Sport 0.6667 0.1023 0.1774 215 Land Rover Range Rover Velar 0.9915 0.5395 0.6988 215 Lexus ES 0.4074 0.2037 0.2716 216 Lexus GS 0.6154 0.3333 0.4324 216 Lexus GX 0.7625 0.9213 0.8344 216 Lexus IS 0.5444 0.4558 0.4962 215 Lexus LC 0.7280 0.8426 0.7811 216 Lexus LS 0.4884 0.6806 0.5687 216 Lexus LX 0.6410 0.2315 0.3401 216 Lexus NX 0.5359 0.8326 0.6521 215 Lexus RC 0.7882 0.3116 0.4467 215 Lexus RX 0.6500 0.4815 0.5532 216 Lexus UX 0.9441 0.7070 0.8085 215 Lincoln Aviator 0.6721 0.5694 0.6165 216 Lincoln Continental 0.7569 0.5070 0.6072 215 Lincoln Corsair 0.7820 0.9674 0.8649 215 Lincoln MKC 0.3453 0.8512 0.4913 215 Lincoln MKT 0.7630 0.7454 0.7541 216 Lincoln MKZ 0.7345 0.6019 0.6616 216 Lincoln Nautilus 0.7188 0.8558 0.7813 215 Lincoln Navigator 0.5281 0.5648 0.5459 216 MINI Clubman 0.6975 0.7685 0.7313 216 MINI Cooper 0.5509 0.7302 0.6280 215 MINI Cooper Countryman 0.7688 0.6620 0.7114 216 Maserati Ghibli 0.4808 0.9302 0.6339 215 Maserati GranTurismo 0.7412 0.2930 0.4200 215 Maserati Levante 0.9897 0.8935 0.9392 216 Maserati Quattroporte 0.4846 0.8009 0.6038 216 Mazda CX-3 0.5344 0.9352 0.6801 216 Mazda CX-30 0.9000 1.0000 0.9474 216 Mazda CX-5 0.7727 0.0791 0.1435 215 Mazda CX-9 0.5403 0.6204 0.5776 216 Mazda MAZDA3 0.6098 0.1163 0.1953 215 Mazda MAZDA6 0.3868 0.5721 0.4615 215 Mazda MX-5 Miata 0.6250 0.2093 0.3136 215 Mazda Mazda3 Hatchback 0.9908 1.0000 0.9954 215 McLaren 570GT 0.9863 1.0000 0.9931 216 McLaren 570S 0.9267 1.0000 0.9620 215 McLaren 720S 0.6103 0.9861 0.7540 216 Mercedes-Benz A Class 0.6804 1.0000 0.8098 215 Mercedes-Benz AMG GT 0.5300 0.4907 0.5096 216 Mercedes-Benz C Class 1.0000 0.0046 0.0092 216 Mercedes-Benz CLA Class 0.9722 0.1628 0.2789 215 Mercedes-Benz CLS Class 0.6129 0.0880 0.1538 216 Mercedes-Benz E Class 0.4330 0.1944 0.2684 216 Mercedes-Benz EQC 0.7239 1.0000 0.8398 215 Mercedes-Benz G Class 0.7500 0.6944 0.7212 216 Mercedes-Benz GLA Class 0.5418 0.6930 0.6082 215 Mercedes-Benz GLB Class 0.4190 0.9628 0.5839 215 Mercedes-Benz GLC Class 0.7436 0.1349 0.2283 215 Mercedes-Benz GLE Class 0.5163 0.3674 0.4293 215 Mercedes-Benz GLS Class 0.5706 0.8837 0.6934 215 Mercedes-Benz Metris 0.7833 0.9537 0.8601 216 Mercedes-Benz S Class 0.5366 0.1023 0.1719 215 Mercedes-Benz SL Class 0.4314 0.7023 0.5345 215 Mercedes-Benz SLC Class 0.7547 0.7407 0.7477 216 Mitsubishi Eclipse Cross 0.6595 1.0000 0.7948 215 Mitsubishi Mirage 0.4704 0.6991 0.5624 216 Mitsubishi Outlander 0.7850 0.3889 0.5201 216 Mitsubishi Outlander Sport 0.4723 0.5926 0.5257 216 Nissan 370Z 0.7973 0.5488 0.6501 215 Nissan Altima 0.3345 0.4259 0.3747 216 Nissan Armada 0.6912 0.6944 0.6928 216 Nissan Frontier 0.5000 0.6698 0.5726 215 Nissan GT-R 0.6038 0.2963 0.3975 216 Nissan Kicks 0.6467 1.0000 0.7855 216 Nissan Leaf 0.6506 0.2500 0.3612 216 Nissan Maxima 0.5191 0.8194 0.6355 216 Nissan Murano 0.9714 0.4744 0.6375 215 Nissan NV200 0.8618 0.9860 0.9197 215 Nissan Pathfinder 0.7895 0.2791 0.4124 215 Nissan Rogue 0.6941 0.5463 0.6114 216 Nissan Rogue Sport 0.8396 0.7302 0.7811 215 Nissan Sentra 0.7188 0.1065 0.1855 216 Nissan Titan 0.5532 0.1209 0.1985 215 Nissan Versa 0.3047 0.3287 0.3163 216 Porsche 718 0.3118 0.8935 0.4623 216 Porsche 718 Spyder 0.9863 1.0000 0.9931 216 Porsche 911 0.7183 0.2361 0.3554 216 Porsche Cayenne 0.7170 0.3535 0.4735 215 Porsche Macan 0.9727 0.4954 0.6564 216 Porsche Panamera 0.5273 0.1343 0.2140 216 Porsche Taycan 0.4928 0.9581 0.6509 215 Ram 1500 0.3736 0.6326 0.4698 215 Ram 2500 0.4878 0.6481 0.5567 216 Rolls-Royce Cullinan 0.8269 1.0000 0.9053 215 Rolls-Royce Dawn 0.7105 1.0000 0.8308 216 Rolls-Royce Ghost 0.4000 0.7870 0.5304 216 Rolls-Royce Phantom 0.4729 0.9676 0.6353 216 Rolls-Royce Wraith 0.9765 0.9630 0.9697 216 Subaru Ascent 0.5563 0.7814 0.6499 215 Subaru BRZ 0.6839 0.5509 0.6103 216 Subaru Crosstrek 0.9358 0.4744 0.6296 215 Subaru Forester 0.6329 0.4651 0.5362 215 Subaru Impreza 0.5000 0.0140 0.0271 215 Subaru Legacy 0.3056 0.0509 0.0873 216 Subaru Outback 0.4394 0.7256 0.5474 215 Subaru STI S209 1.0000 1.0000 1.0000 216 Subaru WRX 0.4797 0.6019 0.5339 216 Tesla Model 3 0.7128 0.9814 0.8258 215 Tesla Model S 0.8871 0.2558 0.3971 215 Tesla Model X 0.7811 0.9628 0.8625 215 Tesla Model Y 0.9513 1.0000 0.9751 215 Toyota 4Runner 0.5298 0.7824 0.6318 216 Toyota 86 0.7660 1.0000 0.8675 216 Toyota Avalon 0.6166 0.5535 0.5833 215 Toyota C-HR 0.8101 0.8930 0.8496 215 Toyota Camry 0.2407 0.4491 0.3134 216 Toyota Corolla 0.4762 0.2778 0.3509 216 Toyota Highlander 0.6667 0.1944 0.3011 216 Toyota Land Cruiser 0.5409 0.7070 0.6129 215 Toyota Mirai 0.5949 0.9722 0.7381 216 Toyota Prius 0.5346 0.3953 0.4545 215 Toyota Prius C 0.3025 0.8512 0.4463 215 Toyota RAV4 0.6765 0.1065 0.1840 216 Toyota Sequoia 0.6528 0.6528 0.6528 216 Toyota Sienna 0.5889 0.7824 0.6720 216 Toyota Supra 0.4144 0.9306 0.5735 216 Toyota Tacoma 0.5490 0.2605 0.3533 215 Toyota Tundra 0.5106 0.1111 0.1825 216 Toyota Yaris 0.3692 0.1111 0.1708 216 Toyota Yaris Hatchback 0.9954 1.0000 0.9977 215 Volkswagen Arteon 0.6119 1.0000 0.7592 216 Volkswagen Atlas 0.7969 0.7083 0.7500 216 Volkswagen Beetle 0.7317 0.6944 0.7126 216 Volkswagen Golf 0.4632 0.2037 0.2830 216 Volkswagen Jetta 0.4094 0.2824 0.3342 216 Volkswagen Passat 1.0000 0.0419 0.0804 215 Volkswagen Tiguan 0.9873 0.3628 0.5306 215 Volkswagen e-Golf 0.4772 0.9256 0.6297 215 Volvo S60 0.6667 0.0093 0.0183 216 Volvo S90 0.8667 0.4815 0.6190 216 Volvo V60 0.8936 0.3907 0.5437 215 Volvo V90 0.5288 0.9352 0.6756 216 Volvo XC40 0.8083 0.9023 0.8527 215 Volvo XC60 0.5847 0.3194 0.4132 216 Volvo XC90 0.8689 0.4907 0.6272 216 smart fortwo 0.7423 0.3333 0.4601 216 accuracy 0.5872 69639 macro avg 0.6564 0.5872 0.5563 69639 weighted avg 0.6564 0.5872 0.5562 69639 ```