--- 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: 0.6337 F1 Score: 0.6068 Classification report: precision recall f1-score support Acura ILX 0.3357 0.8704 0.4845 216 Acura MDX 0.8217 0.4930 0.6163 215 Acura NSX 0.6860 0.3843 0.4926 216 Acura RDX 0.9286 0.2407 0.3824 216 Acura RLX 0.6548 0.5093 0.5729 216 Acura TLX 0.6927 0.5767 0.6294 215 Alfa Romeo 4C 0.7004 0.8657 0.7743 216 Alfa Romeo 4C Spider 0.9188 1.0000 0.9577 215 Alfa Romeo Giulia 0.6531 0.7407 0.6941 216 Alfa Romeo Stelvio 0.5971 0.9676 0.7385 216 Aston Martin DB11 0.6754 0.9537 0.7908 216 Aston Martin DBS 0.5360 0.9306 0.6802 216 Aston Martin Vanquish 0.7596 0.7315 0.7453 216 Aston Martin Vantage 0.4476 0.5163 0.4795 215 Audi A3 0.6355 0.3148 0.4211 216 Audi A4 0.4309 0.6065 0.5038 216 Audi A5 0.4170 0.5256 0.4650 215 Audi A6 0.2853 0.5046 0.3645 216 Audi A7 0.4545 0.1389 0.2128 216 Audi A8 0.2934 0.7860 0.4273 215 Audi Q3 0.8033 0.8889 0.8440 216 Audi Q5 0.8098 0.6140 0.6984 215 Audi Q7 0.5105 0.7907 0.6204 215 Audi Q8 0.9804 0.6944 0.8130 216 Audi R8 0.6815 0.4259 0.5242 216 Audi TT 0.4005 0.8047 0.5348 215 Audi e-tron 0.9845 0.8796 0.9291 216 BMW 2-Series 0.5783 0.4444 0.5026 216 BMW 3-Series 0.5294 0.3333 0.4091 216 BMW 4-Series 0.6398 0.5509 0.5920 216 BMW 5-Series 0.7885 0.1907 0.3071 215 BMW 6-Series 0.6932 0.2837 0.4026 215 BMW 7-Series 0.5140 0.4259 0.4658 216 BMW 8-Series 0.8458 0.9398 0.8904 216 BMW X1 0.8542 0.5721 0.6852 215 BMW X2 0.9537 0.4769 0.6358 216 BMW X3 0.6022 0.5046 0.5491 216 BMW X4 0.7943 0.6465 0.7128 215 BMW X5 0.9286 0.0605 0.1135 215 BMW X6 0.9091 0.2326 0.3704 215 BMW X7 0.7544 1.0000 0.8600 215 BMW Z4 0.6303 0.4815 0.5459 216 BMW i3 0.7448 0.8279 0.7841 215 BMW i8 0.6667 0.8930 0.7634 215 Bentley Bentayga 0.7960 0.9213 0.8541 216 Bentley Continental GT 0.9286 0.3611 0.5200 216 Bentley Flying Spur 0.6124 0.5953 0.6038 215 Bentley Mulsanne 0.5188 0.8287 0.6381 216 Buick Cascada 0.7472 0.9349 0.8306 215 Buick Enclave 0.4470 0.8194 0.5784 216 Buick Encore 0.4159 0.8935 0.5676 216 Buick Envision 0.7177 0.9769 0.8275 216 Buick Lacrosse 0.4514 0.3009 0.3611 216 Buick Regal 0.9500 0.0880 0.1610 216 Cadillac ATS 0.7241 0.3907 0.5076 215 Cadillac CT4 0.9188 1.0000 0.9577 215 Cadillac CT5 0.8144 1.0000 0.8977 215 Cadillac CT6 0.8045 0.4977 0.6149 215 Cadillac CTS 0.5613 0.4028 0.4690 216 Cadillac Escalade 0.7514 0.6296 0.6851 216 Cadillac XT4 0.7855 1.0000 0.8798 216 Cadillac XT5 0.3985 0.9581 0.5628 215 Cadillac XT6 0.7970 1.0000 0.8871 216 Cadillac XTS 0.3167 0.8796 0.4657 216 Chevrolet Blazer 0.8774 0.8651 0.8712 215 Chevrolet Bolt EV 0.9159 0.9116 0.9138 215 Chevrolet Camaro 0.6695 0.3657 0.4731 216 Chevrolet Colorado 0.5970 0.1860 0.2837 215 Chevrolet Corvette 0.6242 0.4537 0.5255 216 Chevrolet Cruze 0.4681 0.1023 0.1679 215 Chevrolet Equinox 0.9000 0.2093 0.3396 215 Chevrolet Impala 0.3489 0.8287 0.4911 216 Chevrolet Malibu 0.5185 0.0648 0.1152 216 Chevrolet Silverado 1500 0.4017 0.4465 0.4229 215 Chevrolet Silverado 2500HD 0.3653 0.5648 0.4436 216 Chevrolet Sonic 0.7656 0.6806 0.7206 216 Chevrolet Spark 0.4397 0.9630 0.6038 216 Chevrolet Suburban 0.5636 0.7176 0.6314 216 Chevrolet Tahoe 0.5580 0.5814 0.5695 215 Chevrolet TrailBlazer 0.7190 0.9120 0.8041 216 Chevrolet Traverse 0.5959 0.6791 0.6348 215 Chevrolet Trax 0.8383 0.9163 0.8756 215 Chevrolet Volt 0.8846 0.4279 0.5768 215 Chrysler 300 0.6853 0.4558 0.5475 215 Chrysler Pacifica 0.9057 0.6698 0.7701 215 Dodge Challenger 0.7226 0.4583 0.5609 216 Dodge Charger 0.9412 0.0744 0.1379 215 Dodge Durango 0.7225 0.6991 0.7106 216 Dodge Grand Caravan 0.7270 0.9491 0.8233 216 Dodge Journey 0.6241 0.8148 0.7068 216 FIAT 124 Spider 0.4612 0.9630 0.6237 216 FIAT 500 0.6494 0.2315 0.3413 216 FIAT 500L 0.7109 0.9676 0.8196 216 FIAT 500X 0.7917 0.9676 0.8708 216 FIAT 500e 0.5232 0.9953 0.6859 215 Ferrari 488 GTB 0.5954 0.8380 0.6962 216 Ferrari GTC4Lusso 1.0000 1.0000 1.0000 215 Ferrari Portofino 1.0000 1.0000 1.0000 216 Ford Ecosport 0.6526 1.0000 0.7898 216 Ford Edge 0.7500 0.0419 0.0793 215 Ford Escape 1.0000 0.1759 0.2992 216 Ford Expedition 0.5604 0.5370 0.5485 216 Ford Explorer 0.9041 0.3070 0.4583 215 Ford F-150 0.4889 0.1019 0.1686 216 Ford Fiesta 0.6290 0.3611 0.4588 216 Ford Flex 0.7328 0.8380 0.7819 216 Ford Fusion 0.5325 0.3796 0.4432 216 Ford Mustang 0.8364 0.2130 0.3395 216 Ford Ranger 0.7407 0.7442 0.7425 215 Ford Super Duty F-250 0.7928 0.4093 0.5399 215 Ford Taurus 0.6058 0.5860 0.5957 215 Ford Transit Connect Wagon 0.8915 0.8750 0.8832 216 GMC Acadia 0.5424 0.8287 0.6557 216 GMC Canyon 0.3701 0.5302 0.4359 215 GMC Sierra 1500 0.3301 0.3163 0.3230 215 GMC Sierra 2500HD 0.3480 0.5509 0.4265 216 GMC Terrain 0.7975 0.2930 0.4286 215 GMC Yukon 0.6604 0.8140 0.7292 215 Genesis G70 0.9522 0.9256 0.9387 215 Genesis G80 0.4935 0.8843 0.6335 216 Genesis G90 0.5238 0.7130 0.6039 216 Honda Accord 0.2529 0.1019 0.1452 216 Honda CR-V 0.4118 0.5833 0.4828 216 Honda Civic 0.5250 0.0972 0.1641 216 Honda Clarity 0.8701 0.6204 0.7243 216 Honda Fit 0.5571 0.5648 0.5609 216 Honda HR-V 0.8663 0.7535 0.8060 215 Honda Insight 0.9481 0.3395 0.5000 215 Honda Odyssey 0.5892 0.8140 0.6836 215 Honda Passport 0.5535 0.9860 0.7090 215 Honda Pilot 0.6667 0.1953 0.3022 215 Honda Ridgeline 0.6087 0.7163 0.6581 215 Hyundai Accent 0.3178 0.6977 0.4367 215 Hyundai Elantra 0.4872 0.0880 0.1490 216 Hyundai Ioniq 0.6250 0.7176 0.6681 216 Hyundai Kona 0.8540 0.8977 0.8753 215 Hyundai Kona Electric 0.7544 1.0000 0.8600 215 Hyundai NEXO 0.9862 1.0000 0.9931 215 Hyundai Palisade 0.9348 0.9954 0.9641 216 Hyundai Santa Fe 0.7619 0.1488 0.2490 215 Hyundai Sonata 0.6098 0.2326 0.3367 215 Hyundai Tucson 0.9667 0.2698 0.4218 215 Hyundai Veloster 0.6972 0.8140 0.7511 215 Hyundai Venue 0.9513 1.0000 0.9751 215 INFINITI Q50 0.8462 0.3565 0.5016 216 INFINITI Q60 0.5457 0.8047 0.6504 215 INFINITI Q70 0.3019 0.8930 0.4512 215 INFINITI QX30 0.8571 1.0000 0.9231 216 INFINITI QX50 0.9355 0.5370 0.6824 216 INFINITI QX60 0.9402 0.5093 0.6607 216 INFINITI QX80 0.7344 0.8194 0.7746 216 Jaguar E-Pace 0.8711 0.9074 0.8889 216 Jaguar F-Pace 0.8571 0.4444 0.5854 216 Jaguar F-Type 0.8333 0.1389 0.2381 216 Jaguar I-Pace 0.8867 0.6186 0.7288 215 Jaguar XE 0.7333 0.5093 0.6011 216 Jaguar XF 0.6364 0.0326 0.0619 215 Jaguar XJ 0.6630 0.2824 0.3961 216 Jeep Cherokee 0.5768 0.7824 0.6640 216 Jeep Compass 0.7473 0.6296 0.6834 216 Jeep Gladiator 0.8704 1.0000 0.9307 215 Jeep Grand Cherokee 0.9036 0.3472 0.5017 216 Jeep Renegade 0.7978 0.9861 0.8820 216 Jeep Wrangler 0.8481 0.9306 0.8874 216 Kia Cadenza 0.4348 0.7442 0.5489 215 Kia Forte 0.2184 0.4398 0.2919 216 Kia K900 0.7556 0.9444 0.8395 216 Kia Niro 0.8263 0.6419 0.7225 215 Kia Optima 0.5000 0.3814 0.4327 215 Kia Rio 0.3799 0.4930 0.4291 215 Kia Sedona 0.7008 0.8605 0.7724 215 Kia Sorento 0.9091 0.1389 0.2410 216 Kia Soul 0.9583 0.3194 0.4792 216 Kia Soul EV 0.7308 0.9676 0.8327 216 Kia Sportage 0.4595 0.7395 0.5668 215 Kia Stinger 0.9747 0.8935 0.9324 216 Kia Telluride 0.5622 0.9630 0.7099 216 Lamborghini Aventador 0.8532 1.0000 0.9208 215 Lamborghini Huracan 0.6237 0.8519 0.7202 216 Lamborghini Urus 0.4706 1.0000 0.6400 216 Land Rover Defender 0.6279 1.0000 0.7714 216 Land Rover Discovery 0.9625 0.3581 0.5220 215 Land Rover Discovery Sport 0.5849 0.8651 0.6979 215 Land Rover Range Rover 0.4523 0.5070 0.4781 215 Land Rover Range Rover Evoque 0.9195 0.3704 0.5281 216 Land Rover Range Rover Sport 0.7708 0.1721 0.2814 215 Land Rover Range Rover Velar 0.9930 0.6574 0.7911 216 Lexus ES 0.4933 0.3426 0.4044 216 Lexus GS 0.5245 0.3488 0.4190 215 Lexus GX 0.7897 0.9256 0.8522 215 Lexus IS 0.5411 0.5787 0.5593 216 Lexus LC 0.7720 0.8977 0.8301 215 Lexus LS 0.5843 0.7222 0.6460 216 Lexus LX 0.7422 0.4398 0.5523 216 Lexus NX 0.6047 0.8426 0.7041 216 Lexus RC 0.8447 0.4028 0.5455 216 Lexus RX 0.7052 0.5648 0.6272 216 Lexus UX 0.9450 0.8791 0.9108 215 Lincoln Aviator 0.6796 0.6481 0.6635 216 Lincoln Continental 0.7202 0.6435 0.6797 216 Lincoln Corsair 0.8664 0.9306 0.8973 216 Lincoln MKC 0.4612 0.9116 0.6125 215 Lincoln MKT 0.7830 0.7721 0.7775 215 Lincoln MKZ 0.6857 0.6667 0.6761 216 Lincoln Nautilus 0.7358 0.9028 0.8108 216 Lincoln Navigator 0.6697 0.6759 0.6728 216 MINI Clubman 0.7250 0.8056 0.7632 216 MINI Cooper 0.6565 0.7963 0.7197 216 MINI Cooper Countryman 0.7547 0.7407 0.7477 216 Maserati Ghibli 0.5604 0.9444 0.7034 216 Maserati GranTurismo 0.8091 0.4120 0.5460 216 Maserati Levante 0.9798 0.9023 0.9395 215 Maserati Quattroporte 0.5460 0.8279 0.6580 215 Mazda CX-3 0.5952 0.9120 0.7203 216 Mazda CX-30 0.9114 1.0000 0.9536 216 Mazda CX-5 0.7949 0.1435 0.2431 216 Mazda CX-9 0.6432 0.6759 0.6591 216 Mazda MAZDA3 0.5370 0.1349 0.2156 215 Mazda MAZDA6 0.4239 0.6065 0.4990 216 Mazda MX-5 Miata 0.6882 0.2977 0.4156 215 Mazda Mazda3 Hatchback 0.9954 1.0000 0.9977 215 McLaren 570GT 0.9863 1.0000 0.9931 216 McLaren 570S 0.9686 1.0000 0.9841 216 McLaren 720S 0.6562 0.9722 0.7836 216 Mercedes-Benz A Class 0.7215 1.0000 0.8382 215 Mercedes-Benz AMG GT 0.6080 0.5602 0.5831 216 Mercedes-Benz C Class 0.6667 0.0093 0.0183 216 Mercedes-Benz CLA Class 0.9815 0.2454 0.3926 216 Mercedes-Benz CLS Class 0.6167 0.1713 0.2681 216 Mercedes-Benz E Class 0.4545 0.2315 0.3067 216 Mercedes-Benz EQC 0.7970 1.0000 0.8871 216 Mercedes-Benz G Class 0.7758 0.8047 0.7900 215 Mercedes-Benz GLA Class 0.5704 0.7500 0.6480 216 Mercedes-Benz GLB Class 0.4941 0.9630 0.6531 216 Mercedes-Benz GLC Class 0.7333 0.2037 0.3188 216 Mercedes-Benz GLE Class 0.5722 0.4954 0.5310 216 Mercedes-Benz GLS Class 0.5718 0.9814 0.7226 215 Mercedes-Benz Metris 0.8353 0.9674 0.8966 215 Mercedes-Benz S Class 0.6056 0.1991 0.2997 216 Mercedes-Benz SL Class 0.4708 0.7860 0.5889 215 Mercedes-Benz SLC Class 0.7466 0.7639 0.7551 216 Mitsubishi Eclipse Cross 0.7167 1.0000 0.8350 215 Mitsubishi Mirage 0.5032 0.7222 0.5932 216 Mitsubishi Outlander 0.7730 0.5046 0.6106 216 Mitsubishi Outlander Sport 0.4860 0.6465 0.5549 215 Nissan 370Z 0.7765 0.6111 0.6839 216 Nissan Altima 0.4186 0.5000 0.4557 216 Nissan Armada 0.7349 0.7315 0.7332 216 Nissan Frontier 0.4718 0.6605 0.5504 215 Nissan GT-R 0.6098 0.3472 0.4425 216 Nissan Kicks 0.7248 1.0000 0.8405 216 Nissan Leaf 0.7411 0.3843 0.5061 216 Nissan Maxima 0.5549 0.8465 0.6703 215 Nissan Murano 0.9652 0.5163 0.6727 215 Nissan NV200 0.8606 1.0000 0.9251 216 Nissan Pathfinder 0.8351 0.3750 0.5176 216 Nissan Rogue 0.7419 0.6389 0.6866 216 Nissan Rogue Sport 0.8145 0.8372 0.8257 215 Nissan Sentra 0.7179 0.1302 0.2205 215 Nissan Titan 0.3636 0.0926 0.1476 216 Nissan Versa 0.3365 0.3287 0.3326 216 Porsche 718 0.4113 0.9488 0.5738 215 Porsche 718 Spyder 0.9954 1.0000 0.9977 215 Porsche 911 0.7424 0.2279 0.3488 215 Porsche Cayenne 0.7500 0.4444 0.5581 216 Porsche Macan 0.9905 0.4815 0.6480 216 Porsche Panamera 0.6322 0.2546 0.3630 216 Porsche Taycan 0.5365 0.9861 0.6949 216 Ram 1500 0.3569 0.5860 0.4437 215 Ram 2500 0.4545 0.6481 0.5344 216 Rolls-Royce Cullinan 0.8958 1.0000 0.9451 215 Rolls-Royce Dawn 0.7993 1.0000 0.8884 215 Rolls-Royce Ghost 0.4609 0.8194 0.5900 216 Rolls-Royce Phantom 0.5083 0.9907 0.6719 216 Rolls-Royce Wraith 0.9858 0.9721 0.9789 215 Subaru Ascent 0.5493 0.8558 0.6691 215 Subaru BRZ 0.7085 0.6528 0.6795 216 Subaru Crosstrek 0.9007 0.5880 0.7115 216 Subaru Forester 0.6221 0.4954 0.5515 216 Subaru Impreza 0.3750 0.0139 0.0268 216 Subaru Legacy 0.4464 0.1163 0.1845 215 Subaru Outback 0.3945 0.7963 0.5276 216 Subaru STI S209 1.0000 1.0000 1.0000 215 Subaru WRX 0.5542 0.6389 0.5935 216 Tesla Model 3 0.6954 0.9722 0.8108 216 Tesla Model S 0.9036 0.3472 0.5017 216 Tesla Model X 0.7717 0.9861 0.8659 216 Tesla Model Y 0.9863 1.0000 0.9931 216 Toyota 4Runner 0.5576 0.8558 0.6752 215 Toyota 86 0.8745 1.0000 0.9330 216 Toyota Avalon 0.7035 0.5628 0.6253 215 Toyota C-HR 0.8523 0.9395 0.8938 215 Toyota Camry 0.2700 0.4558 0.3391 215 Toyota Corolla 0.4583 0.4074 0.4314 216 Toyota Highlander 0.7627 0.2083 0.3273 216 Toyota Land Cruiser 0.5979 0.7814 0.6774 215 Toyota Mirai 0.5909 0.9630 0.7324 216 Toyota Prius 0.5236 0.5139 0.5187 216 Toyota Prius C 0.3516 0.8611 0.4993 216 Toyota RAV4 0.6792 0.1674 0.2687 215 Toyota Sequoia 0.7801 0.6898 0.7322 216 Toyota Sienna 0.6830 0.8380 0.7526 216 Toyota Supra 0.4728 0.9302 0.6270 215 Toyota Tacoma 0.5890 0.4000 0.4765 215 Toyota Tundra 0.5849 0.1435 0.2305 216 Toyota Yaris 0.4146 0.0787 0.1323 216 Toyota Yaris Hatchback 0.9954 1.0000 0.9977 215 Volkswagen Arteon 0.6225 1.0000 0.7673 216 Volkswagen Atlas 0.8341 0.7917 0.8124 216 Volkswagen Beetle 0.7234 0.7907 0.7556 215 Volkswagen Golf 0.4316 0.1898 0.2637 216 Volkswagen Jetta 0.4490 0.4093 0.4282 215 Volkswagen Passat 0.8333 0.0463 0.0877 216 Volkswagen Tiguan 0.9118 0.4306 0.5849 216 Volkswagen e-Golf 0.4860 0.9676 0.6471 216 Volvo S60 0.8333 0.0233 0.0452 215 Volvo S90 0.8117 0.5814 0.6775 215 Volvo V60 0.9091 0.3721 0.5281 215 Volvo V90 0.5363 0.9583 0.6877 216 Volvo XC40 0.8824 0.9070 0.8945 215 Volvo XC60 0.7686 0.4306 0.5519 216 Volvo XC90 0.8321 0.5278 0.6459 216 smart fortwo 0.7895 0.4167 0.5455 216 accuracy 0.6337 69639 macro avg 0.6831 0.6337 0.6068 69639 weighted avg 0.6831 0.6337 0.6068 69639 ```