--- 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: 0.6330 F1 Score: 0.6069 Classification report: precision recall f1-score support Acura ILX 0.3636 0.9074 0.5192 216 Acura MDX 0.8783 0.4676 0.6103 216 Acura NSX 0.6810 0.3674 0.4773 215 Acura RDX 0.9155 0.3009 0.4530 216 Acura RLX 0.6707 0.5093 0.5789 216 Acura TLX 0.7072 0.5926 0.6448 216 Alfa Romeo 4C 0.6985 0.8796 0.7787 216 Alfa Romeo 4C Spider 0.9389 1.0000 0.9685 215 Alfa Romeo Giulia 0.6653 0.7395 0.7004 215 Alfa Romeo Stelvio 0.6228 0.9630 0.7564 216 Aston Martin DB11 0.6571 0.9535 0.7780 215 Aston Martin DBS 0.5262 0.9306 0.6722 216 Aston Martin Vanquish 0.7534 0.7814 0.7671 215 Aston Martin Vantage 0.4934 0.5185 0.5056 216 Audi A3 0.5917 0.3302 0.4239 215 Audi A4 0.4196 0.5556 0.4781 216 Audi A5 0.3961 0.4676 0.4289 216 Audi A6 0.2894 0.5185 0.3715 216 Audi A7 0.5000 0.1852 0.2703 216 Audi A8 0.2699 0.8047 0.4042 215 Audi Q3 0.7958 0.8843 0.8377 216 Audi Q5 0.7751 0.6093 0.6823 215 Audi Q7 0.5174 0.7628 0.6165 215 Audi Q8 0.9650 0.6389 0.7688 216 Audi R8 0.6733 0.4676 0.5519 216 Audi TT 0.4245 0.8333 0.5625 216 Audi e-tron 0.9735 0.8519 0.9086 216 BMW 2-Series 0.6625 0.4930 0.5653 215 BMW 3-Series 0.5603 0.3657 0.4426 216 BMW 4-Series 0.6404 0.5302 0.5802 215 BMW 5-Series 0.6875 0.1535 0.2510 215 BMW 6-Series 0.7375 0.2731 0.3986 216 BMW 7-Series 0.4478 0.4167 0.4317 216 BMW 8-Series 0.8534 0.9209 0.8859 215 BMW X1 0.8099 0.5324 0.6425 216 BMW X2 0.9573 0.5209 0.6747 215 BMW X3 0.6425 0.5324 0.5823 216 BMW X4 0.7680 0.6435 0.7003 216 BMW X5 0.9500 0.0880 0.1610 216 BMW X6 0.8947 0.2361 0.3736 216 BMW X7 0.7363 1.0000 0.8481 215 BMW Z4 0.5482 0.4233 0.4777 215 BMW i3 0.7177 0.8241 0.7672 216 BMW i8 0.6947 0.9209 0.7920 215 Bentley Bentayga 0.7705 0.8744 0.8192 215 Bentley Continental GT 0.9000 0.3750 0.5294 216 Bentley Flying Spur 0.5665 0.5349 0.5502 215 Bentley Mulsanne 0.5282 0.8698 0.6573 215 Buick Cascada 0.7256 0.9306 0.8154 216 Buick Enclave 0.4351 0.8419 0.5737 215 Buick Encore 0.4163 0.8981 0.5689 216 Buick Envision 0.6910 0.9630 0.8046 216 Buick Lacrosse 0.4683 0.2731 0.3450 216 Buick Regal 0.9091 0.0926 0.1681 216 Cadillac ATS 0.7541 0.4259 0.5444 216 Cadillac CT4 0.9188 1.0000 0.9577 215 Cadillac CT5 0.8206 1.0000 0.9015 215 Cadillac CT6 0.8071 0.5231 0.6348 216 Cadillac CTS 0.5592 0.3935 0.4620 216 Cadillac Escalade 0.7181 0.6250 0.6683 216 Cadillac XT4 0.7714 1.0000 0.8710 216 Cadillac XT5 0.4187 0.9537 0.5819 216 Cadillac XT6 0.8244 1.0000 0.9038 216 Cadillac XTS 0.3193 0.8750 0.4678 216 Chevrolet Blazer 0.9015 0.8472 0.8735 216 Chevrolet Bolt EV 0.9242 0.9070 0.9155 215 Chevrolet Camaro 0.6491 0.3426 0.4485 216 Chevrolet Colorado 0.7027 0.2407 0.3586 216 Chevrolet Corvette 0.5882 0.4167 0.4878 216 Chevrolet Cruze 0.4667 0.0972 0.1609 216 Chevrolet Equinox 0.9216 0.2176 0.3521 216 Chevrolet Impala 0.3777 0.8186 0.5169 215 Chevrolet Malibu 0.5806 0.0833 0.1457 216 Chevrolet Silverado 1500 0.3826 0.4074 0.3946 216 Chevrolet Silverado 2500HD 0.3707 0.6000 0.4583 215 Chevrolet Sonic 0.7424 0.6806 0.7101 216 Chevrolet Spark 0.4481 0.9442 0.6078 215 Chevrolet Suburban 0.5465 0.6806 0.6062 216 Chevrolet Tahoe 0.5118 0.6047 0.5544 215 Chevrolet TrailBlazer 0.6931 0.9306 0.7945 216 Chevrolet Traverse 0.5804 0.6852 0.6285 216 Chevrolet Trax 0.8795 0.9120 0.8955 216 Chevrolet Volt 0.9175 0.4140 0.5705 215 Chrysler 300 0.7176 0.4372 0.5434 215 Chrysler Pacifica 0.9013 0.6343 0.7446 216 Dodge Challenger 0.6715 0.4279 0.5227 215 Dodge Charger 1.0000 0.0880 0.1617 216 Dodge Durango 0.6792 0.6667 0.6729 216 Dodge Grand Caravan 0.7528 0.9349 0.8340 215 Dodge Journey 0.6028 0.8009 0.6879 216 FIAT 124 Spider 0.4760 0.9630 0.6371 216 FIAT 500 0.7183 0.2361 0.3554 216 FIAT 500L 0.6764 0.9676 0.7962 216 FIAT 500X 0.8161 0.9861 0.8931 216 FIAT 500e 0.5036 0.9860 0.6667 215 Ferrari 488 GTB 0.6080 0.8472 0.7079 216 Ferrari GTC4Lusso 1.0000 1.0000 1.0000 216 Ferrari Portofino 1.0000 1.0000 1.0000 216 Ford Ecosport 0.6287 1.0000 0.7720 215 Ford Edge 0.8333 0.0231 0.0450 216 Ford Escape 0.9778 0.2037 0.3372 216 Ford Expedition 0.6257 0.5442 0.5821 215 Ford Explorer 0.8358 0.2593 0.3958 216 Ford F-150 0.4921 0.1442 0.2230 215 Ford Fiesta 0.5489 0.3395 0.4195 215 Ford Flex 0.6858 0.8326 0.7521 215 Ford Fusion 0.5769 0.4167 0.4839 216 Ford Mustang 0.7200 0.1674 0.2717 215 Ford Ranger 0.7215 0.7315 0.7264 216 Ford Super Duty F-250 0.8070 0.4279 0.5593 215 Ford Taurus 0.5708 0.6157 0.5924 216 Ford Transit Connect Wagon 0.9041 0.9167 0.9103 216 GMC Acadia 0.5219 0.7731 0.6231 216 GMC Canyon 0.3567 0.5185 0.4226 216 GMC Sierra 1500 0.3077 0.2791 0.2927 215 GMC Sierra 2500HD 0.3169 0.5070 0.3900 215 GMC Terrain 0.8507 0.2651 0.4043 215 GMC Yukon 0.6097 0.7593 0.6763 216 Genesis G70 0.9559 0.9070 0.9308 215 Genesis G80 0.5540 0.9259 0.6932 216 Genesis G90 0.5036 0.6512 0.5680 215 Honda Accord 0.2353 0.0926 0.1329 216 Honda CR-V 0.4138 0.5581 0.4752 215 Honda Civic 0.5946 0.1023 0.1746 215 Honda Clarity 0.8859 0.6140 0.7253 215 Honda Fit 0.5419 0.5694 0.5553 216 Honda HR-V 0.8495 0.7349 0.7880 215 Honda Insight 0.7742 0.3333 0.4660 216 Honda Odyssey 0.5585 0.7767 0.6498 215 Honda Passport 0.5808 0.9860 0.7310 215 Honda Pilot 0.8065 0.2315 0.3597 216 Honda Ridgeline 0.5540 0.7130 0.6235 216 Hyundai Accent 0.3385 0.7116 0.4588 215 Hyundai Elantra 0.3922 0.0930 0.1504 215 Hyundai Ioniq 0.6265 0.7222 0.6710 216 Hyundai Kona 0.8676 0.8837 0.8756 215 Hyundai Kona Electric 0.7552 1.0000 0.8606 216 Hyundai NEXO 0.9908 1.0000 0.9954 216 Hyundai Palisade 0.9511 0.9907 0.9705 216 Hyundai Santa Fe 0.7206 0.2269 0.3451 216 Hyundai Sonata 0.5824 0.2465 0.3464 215 Hyundai Tucson 1.0000 0.2731 0.4291 216 Hyundai Veloster 0.7056 0.7546 0.7293 216 Hyundai Venue 0.9643 1.0000 0.9818 216 INFINITI Q50 0.7879 0.3628 0.4968 215 INFINITI Q60 0.5263 0.8333 0.6452 216 INFINITI Q70 0.2991 0.9167 0.4510 216 INFINITI QX30 0.8816 1.0000 0.9371 216 INFINITI QX50 0.9573 0.5185 0.6727 216 INFINITI QX60 0.9055 0.5349 0.6725 215 INFINITI QX80 0.7412 0.7860 0.7630 215 Jaguar E-Pace 0.8347 0.9163 0.8736 215 Jaguar F-Pace 0.8932 0.4279 0.5786 215 Jaguar F-Type 0.9062 0.1343 0.2339 216 Jaguar I-Pace 0.8793 0.7116 0.7866 215 Jaguar XE 0.7255 0.5163 0.6033 215 Jaguar XF 0.6667 0.0463 0.0866 216 Jaguar XJ 0.6020 0.2731 0.3758 216 Jeep Cherokee 0.6154 0.7778 0.6871 216 Jeep Compass 0.7545 0.5860 0.6597 215 Jeep Gladiator 0.8958 1.0000 0.9451 215 Jeep Grand Cherokee 0.9022 0.3860 0.5407 215 Jeep Renegade 0.8171 0.9722 0.8879 216 Jeep Wrangler 0.8529 0.9442 0.8962 215 Kia Cadenza 0.4354 0.7639 0.5546 216 Kia Forte 0.1947 0.4140 0.2649 215 Kia K900 0.7401 0.9535 0.8333 215 Kia Niro 0.8699 0.5880 0.7017 216 Kia Optima 0.5370 0.4028 0.4603 216 Kia Rio 0.3971 0.5116 0.4472 215 Kia Sedona 0.7093 0.8472 0.7722 216 Kia Sorento 0.9512 0.1806 0.3035 216 Kia Soul 0.9423 0.2279 0.3670 215 Kia Soul EV 0.7199 0.9398 0.8153 216 Kia Sportage 0.4597 0.7163 0.5600 215 Kia Stinger 0.9745 0.8843 0.9272 216 Kia Telluride 0.5665 0.9861 0.7196 216 Lamborghini Aventador 0.8471 1.0000 0.9172 216 Lamborghini Huracan 0.6332 0.8512 0.7262 215 Lamborghini Urus 0.4435 1.0000 0.6145 216 Land Rover Defender 0.6740 1.0000 0.8052 215 Land Rover Discovery 0.9884 0.3935 0.5629 216 Land Rover Discovery Sport 0.5812 0.9444 0.7196 216 Land Rover Range Rover 0.4885 0.5907 0.5347 215 Land Rover Range Rover Evoque 0.9167 0.3565 0.5133 216 Land Rover Range Rover Sport 0.6935 0.2000 0.3105 215 Land Rover Range Rover Velar 0.9861 0.6605 0.7911 215 Lexus ES 0.4722 0.3163 0.3788 215 Lexus GS 0.5380 0.3935 0.4545 216 Lexus GX 0.7812 0.9259 0.8475 216 Lexus IS 0.5707 0.5442 0.5571 215 Lexus LC 0.7425 0.9213 0.8223 216 Lexus LS 0.5417 0.6620 0.5958 216 Lexus LX 0.6593 0.4120 0.5071 216 Lexus NX 0.6171 0.9070 0.7345 215 Lexus RC 0.8496 0.4444 0.5836 216 Lexus RX 0.7059 0.5556 0.6218 216 Lexus UX 0.9420 0.9070 0.9242 215 Lincoln Aviator 0.6881 0.6435 0.6651 216 Lincoln Continental 0.6910 0.5694 0.6244 216 Lincoln Corsair 0.8947 0.9488 0.9210 215 Lincoln MKC 0.4427 0.8935 0.5920 216 Lincoln MKT 0.7913 0.7581 0.7743 215 Lincoln MKZ 0.6875 0.6651 0.6761 215 Lincoln Nautilus 0.7452 0.9116 0.8201 215 Lincoln Navigator 0.6411 0.6233 0.6321 215 MINI Clubman 0.7593 0.7628 0.7610 215 MINI Cooper 0.6084 0.7407 0.6681 216 MINI Cooper Countryman 0.7429 0.7222 0.7324 216 Maserati Ghibli 0.5718 0.9583 0.7163 216 Maserati GranTurismo 0.8174 0.4372 0.5697 215 Maserati Levante 0.9899 0.9074 0.9469 216 Maserati Quattroporte 0.5597 0.8241 0.6667 216 Mazda CX-3 0.5774 0.9023 0.7042 215 Mazda CX-30 0.9231 1.0000 0.9600 216 Mazda CX-5 0.8000 0.1302 0.2240 215 Mazda CX-9 0.5794 0.6759 0.6239 216 Mazda MAZDA3 0.4615 0.0837 0.1417 215 Mazda MAZDA6 0.4080 0.5648 0.4738 216 Mazda MX-5 Miata 0.6374 0.2698 0.3791 215 Mazda Mazda3 Hatchback 1.0000 1.0000 1.0000 216 McLaren 570GT 0.9818 1.0000 0.9908 216 McLaren 570S 0.9686 1.0000 0.9841 216 McLaren 720S 0.7114 0.9860 0.8265 215 Mercedes-Benz A Class 0.6792 1.0000 0.8090 216 Mercedes-Benz AMG GT 0.6064 0.5278 0.5644 216 Mercedes-Benz C Class 1.0000 0.0093 0.0184 215 Mercedes-Benz CLA Class 1.0000 0.2685 0.4234 216 Mercedes-Benz CLS Class 0.7308 0.1759 0.2836 216 Mercedes-Benz E Class 0.4554 0.2140 0.2911 215 Mercedes-Benz EQC 0.7970 1.0000 0.8871 216 Mercedes-Benz G Class 0.8173 0.7870 0.8019 216 Mercedes-Benz GLA Class 0.5048 0.7349 0.5985 215 Mercedes-Benz GLB Class 0.5308 0.9583 0.6832 216 Mercedes-Benz GLC Class 0.7358 0.1814 0.2910 215 Mercedes-Benz GLE Class 0.5568 0.4791 0.5150 215 Mercedes-Benz GLS Class 0.5550 0.9860 0.7102 215 Mercedes-Benz Metris 0.8595 0.9630 0.9083 216 Mercedes-Benz S Class 0.6607 0.1721 0.2731 215 Mercedes-Benz SL Class 0.4758 0.7269 0.5751 216 Mercedes-Benz SLC Class 0.7656 0.7407 0.7529 216 Mitsubishi Eclipse Cross 0.7322 1.0000 0.8454 216 Mitsubishi Mirage 0.5343 0.6852 0.6004 216 Mitsubishi Outlander 0.7483 0.4954 0.5961 216 Mitsubishi Outlander Sport 0.5245 0.6435 0.5780 216 Nissan 370Z 0.7898 0.6435 0.7092 216 Nissan Altima 0.3811 0.4676 0.4200 216 Nissan Armada 0.7594 0.7488 0.7541 215 Nissan Frontier 0.5216 0.7269 0.6074 216 Nissan GT-R 0.6029 0.3796 0.4659 216 Nissan Kicks 0.7500 1.0000 0.8571 216 Nissan Leaf 0.7087 0.3380 0.4577 216 Nissan Maxima 0.5014 0.8333 0.6261 216 Nissan Murano 0.9524 0.5556 0.7018 216 Nissan NV200 0.8606 1.0000 0.9251 216 Nissan Pathfinder 0.8462 0.4093 0.5517 215 Nissan Rogue 0.7385 0.6667 0.7007 216 Nissan Rogue Sport 0.7973 0.8194 0.8082 216 Nissan Sentra 0.7647 0.1204 0.2080 216 Nissan Titan 0.4630 0.1157 0.1852 216 Nissan Versa 0.3842 0.3628 0.3732 215 Porsche 718 0.4205 0.9349 0.5801 215 Porsche 718 Spyder 0.9908 1.0000 0.9954 216 Porsche 911 0.6463 0.2465 0.3569 215 Porsche Cayenne 0.7287 0.4352 0.5449 216 Porsche Macan 0.9810 0.4769 0.6417 216 Porsche Panamera 0.6026 0.2176 0.3197 216 Porsche Taycan 0.5457 0.9954 0.7049 216 Ram 1500 0.4000 0.6047 0.4815 215 Ram 2500 0.4522 0.6605 0.5369 215 Rolls-Royce Cullinan 0.8852 1.0000 0.9391 216 Rolls-Royce Dawn 0.8244 1.0000 0.9038 216 Rolls-Royce Ghost 0.4697 0.8241 0.5983 216 Rolls-Royce Phantom 0.5660 0.9767 0.7167 215 Rolls-Royce Wraith 0.9856 0.9537 0.9694 216 Subaru Ascent 0.5494 0.8791 0.6762 215 Subaru BRZ 0.7327 0.6884 0.7098 215 Subaru Crosstrek 0.9328 0.5787 0.7143 216 Subaru Forester 0.5930 0.4744 0.5271 215 Subaru Impreza 0.3750 0.0139 0.0268 216 Subaru Legacy 0.4310 0.1163 0.1832 215 Subaru Outback 0.3972 0.7907 0.5288 215 Subaru STI S209 1.0000 1.0000 1.0000 216 Subaru WRX 0.5054 0.6481 0.5680 216 Tesla Model 3 0.6933 0.9630 0.8062 216 Tesla Model S 0.8471 0.3333 0.4784 216 Tesla Model X 0.7310 0.9860 0.8396 215 Tesla Model Y 0.9730 1.0000 0.9863 216 Toyota 4Runner 0.5676 0.7814 0.6575 215 Toyota 86 0.8740 1.0000 0.9328 215 Toyota Avalon 0.6571 0.5349 0.5897 215 Toyota C-HR 0.8652 0.9213 0.8924 216 Toyota Camry 0.2609 0.4722 0.3361 216 Toyota Corolla 0.4115 0.3981 0.4047 216 Toyota Highlander 0.6462 0.1953 0.3000 215 Toyota Land Cruiser 0.5828 0.8148 0.6795 216 Toyota Mirai 0.6059 0.9537 0.7410 216 Toyota Prius 0.5322 0.5767 0.5536 215 Toyota Prius C 0.3622 0.8704 0.5116 216 Toyota RAV4 0.7049 0.2000 0.3116 215 Toyota Sequoia 0.7688 0.7116 0.7391 215 Toyota Sienna 0.6762 0.8796 0.7646 216 Toyota Supra 0.4820 0.9306 0.6351 216 Toyota Tacoma 0.6181 0.4120 0.4944 216 Toyota Tundra 0.6000 0.1667 0.2609 216 Toyota Yaris 0.4231 0.1019 0.1642 216 Toyota Yaris Hatchback 0.9954 1.0000 0.9977 216 Volkswagen Arteon 0.6196 1.0000 0.7651 215 Volkswagen Atlas 0.8195 0.7814 0.8000 215 Volkswagen Beetle 0.7028 0.8102 0.7527 216 Volkswagen Golf 0.5545 0.2605 0.3544 215 Volkswagen Jetta 0.4427 0.3935 0.4167 216 Volkswagen Passat 0.8667 0.0605 0.1130 215 Volkswagen Tiguan 0.9322 0.5093 0.6587 216 Volkswagen e-Golf 0.4848 0.9628 0.6449 215 Volvo S60 1.0000 0.0279 0.0543 215 Volvo S90 0.8117 0.5814 0.6775 215 Volvo V60 0.8544 0.4093 0.5535 215 Volvo V90 0.5271 0.9444 0.6766 216 Volvo XC40 0.8904 0.9028 0.8966 216 Volvo XC60 0.7836 0.4861 0.6000 216 Volvo XC90 0.8385 0.5046 0.6301 216 smart fortwo 0.7117 0.3674 0.4847 215 accuracy 0.6330 69639 macro avg 0.6836 0.6330 0.6069 69639 weighted avg 0.6837 0.6330 0.6070 69639 ```