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
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