--- 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: 0.6021 F1 Score: 0.5727 Classification report: precision recall f1-score support Acura ILX 0.3199 0.8465 0.4643 215 Acura MDX 0.7863 0.4259 0.5526 216 Acura NSX 0.7653 0.3472 0.4777 216 Acura RDX 0.9200 0.2140 0.3472 215 Acura RLX 0.6753 0.4815 0.5622 216 Acura TLX 0.7403 0.6233 0.6768 215 Alfa Romeo 4C 0.6966 0.8611 0.7702 216 Alfa Romeo 4C Spider 0.8963 1.0000 0.9453 216 Alfa Romeo Giulia 0.6498 0.7130 0.6799 216 Alfa Romeo Stelvio 0.5472 0.9120 0.6840 216 Aston Martin DB11 0.6334 0.9120 0.7476 216 Aston Martin DBS 0.4782 0.9120 0.6274 216 Aston Martin Vanquish 0.7886 0.6419 0.7077 215 Aston Martin Vantage 0.4598 0.4769 0.4682 216 Audi A3 0.5556 0.2546 0.3492 216 Audi A4 0.4585 0.5880 0.5152 216 Audi A5 0.3612 0.4419 0.3975 215 Audi A6 0.2449 0.4491 0.3170 216 Audi A7 0.4412 0.1389 0.2113 216 Audi A8 0.2663 0.7731 0.3962 216 Audi Q3 0.8341 0.8611 0.8474 216 Audi Q5 0.7576 0.5814 0.6579 215 Audi Q7 0.5300 0.7814 0.6316 215 Audi Q8 0.9123 0.7222 0.8062 216 Audi R8 0.6960 0.4028 0.5103 216 Audi TT 0.3944 0.7814 0.5242 215 Audi e-tron 0.9836 0.8333 0.9023 216 BMW 2-Series 0.4534 0.3380 0.3873 216 BMW 3-Series 0.5583 0.3102 0.3988 216 BMW 4-Series 0.6133 0.4279 0.5041 215 BMW 5-Series 0.7436 0.1349 0.2283 215 BMW 6-Series 0.7206 0.2279 0.3463 215 BMW 7-Series 0.4479 0.4000 0.4226 215 BMW 8-Series 0.8772 0.9302 0.9029 215 BMW X1 0.8016 0.4698 0.5924 215 BMW X2 0.9238 0.4491 0.6044 216 BMW X3 0.6364 0.4861 0.5512 216 BMW X4 0.7643 0.5556 0.6434 216 BMW X5 1.0000 0.0880 0.1617 216 BMW X6 0.9512 0.1806 0.3035 216 BMW X7 0.7089 0.9583 0.8150 216 BMW Z4 0.5575 0.4491 0.4974 216 BMW i3 0.7190 0.8093 0.7615 215 BMW i8 0.6644 0.9023 0.7653 215 Bentley Bentayga 0.7885 0.8287 0.8081 216 Bentley Continental GT 0.9155 0.3023 0.4545 215 Bentley Flying Spur 0.5231 0.5256 0.5244 215 Bentley Mulsanne 0.4516 0.7778 0.5714 216 Buick Cascada 0.7463 0.9398 0.8320 216 Buick Enclave 0.4083 0.8241 0.5460 216 Buick Encore 0.3952 0.9074 0.5506 216 Buick Envision 0.6858 0.9442 0.7945 215 Buick Lacrosse 0.4833 0.2685 0.3452 216 Buick Regal 0.9615 0.1157 0.2066 216 Cadillac ATS 0.7444 0.3102 0.4379 216 Cadillac CT4 0.8884 1.0000 0.9409 215 Cadillac CT5 0.7500 1.0000 0.8571 216 Cadillac CT6 0.8839 0.4583 0.6037 216 Cadillac CTS 0.5276 0.3981 0.4538 216 Cadillac Escalade 0.7235 0.5721 0.6390 215 Cadillac XT4 0.7158 0.9721 0.8245 215 Cadillac XT5 0.3930 0.8843 0.5442 216 Cadillac XT6 0.6891 1.0000 0.8159 215 Cadillac XTS 0.3067 0.8704 0.4536 216 Chevrolet Blazer 0.8877 0.7685 0.8238 216 Chevrolet Bolt EV 0.9159 0.9074 0.9116 216 Chevrolet Camaro 0.6299 0.3704 0.4665 216 Chevrolet Colorado 0.8250 0.1528 0.2578 216 Chevrolet Corvette 0.6763 0.4352 0.5296 216 Chevrolet Cruze 0.4474 0.0787 0.1339 216 Chevrolet Equinox 1.0000 0.1944 0.3256 216 Chevrolet Impala 0.2997 0.8241 0.4395 216 Chevrolet Malibu 0.2500 0.0186 0.0346 215 Chevrolet Silverado 1500 0.2863 0.3302 0.3067 215 Chevrolet Silverado 2500HD 0.3636 0.5209 0.4283 215 Chevrolet Sonic 0.6632 0.5953 0.6275 215 Chevrolet Spark 0.4020 0.9491 0.5647 216 Chevrolet Suburban 0.5352 0.7070 0.6092 215 Chevrolet Tahoe 0.4882 0.5767 0.5288 215 Chevrolet TrailBlazer 0.5976 0.9074 0.7206 216 Chevrolet Traverse 0.5709 0.7269 0.6395 216 Chevrolet Trax 0.8502 0.8935 0.8713 216 Chevrolet Volt 0.8454 0.3814 0.5256 215 Chrysler 300 0.6644 0.4583 0.5425 216 Chrysler Pacifica 0.8913 0.5721 0.6969 215 Dodge Challenger 0.7241 0.3889 0.5060 216 Dodge Charger 0.9167 0.0509 0.0965 216 Dodge Durango 0.6207 0.5833 0.6014 216 Dodge Grand Caravan 0.6747 0.9163 0.7771 215 Dodge Journey 0.6255 0.7767 0.6929 215 FIAT 124 Spider 0.4346 0.9581 0.5980 215 FIAT 500 0.6364 0.1620 0.2583 216 FIAT 500L 0.6832 0.9628 0.7992 215 FIAT 500X 0.8000 0.9488 0.8681 215 FIAT 500e 0.4581 0.9907 0.6265 215 Ferrari 488 GTB 0.5081 0.8750 0.6429 216 Ferrari GTC4Lusso 1.0000 1.0000 1.0000 216 Ferrari Portofino 0.9954 1.0000 0.9977 215 Ford Ecosport 0.6136 1.0000 0.7606 216 Ford Edge 0.8889 0.0372 0.0714 215 Ford Escape 0.9429 0.1535 0.2640 215 Ford Expedition 0.5258 0.5185 0.5221 216 Ford Explorer 0.8806 0.2744 0.4184 215 Ford F-150 0.5106 0.1116 0.1832 215 Ford Fiesta 0.5470 0.2977 0.3855 215 Ford Flex 0.7000 0.8102 0.7511 216 Ford Fusion 0.4589 0.3116 0.3712 215 Ford Mustang 0.7105 0.1256 0.2134 215 Ford Ranger 0.6444 0.7163 0.6784 215 Ford Super Duty F-250 0.8133 0.2824 0.4192 216 Ford Taurus 0.6554 0.5395 0.5918 215 Ford Transit Connect Wagon 0.8837 0.8837 0.8837 215 GMC Acadia 0.4683 0.7907 0.5882 215 GMC Canyon 0.3704 0.5093 0.4288 216 GMC Sierra 1500 0.3209 0.3209 0.3209 215 GMC Sierra 2500HD 0.2731 0.5628 0.3678 215 GMC Terrain 0.8136 0.2233 0.3504 215 GMC Yukon 0.5977 0.7256 0.6555 215 Genesis G70 0.9272 0.8843 0.9052 216 Genesis G80 0.4811 0.8843 0.6232 216 Genesis G90 0.5494 0.6435 0.5928 216 Honda Accord 0.3299 0.1481 0.2045 216 Honda CR-V 0.4139 0.5787 0.4826 216 Honda Civic 0.7500 0.0972 0.1721 216 Honda Clarity 0.9032 0.6512 0.7568 215 Honda Fit 0.5185 0.4558 0.4851 215 Honda HR-V 0.8852 0.7500 0.8120 216 Honda Insight 0.7867 0.2731 0.4055 216 Honda Odyssey 0.5219 0.7731 0.6231 216 Honda Passport 0.5276 0.9767 0.6852 215 Honda Pilot 0.6383 0.1389 0.2281 216 Honda Ridgeline 0.6048 0.6944 0.6466 216 Hyundai Accent 0.2849 0.6837 0.4022 215 Hyundai Elantra 0.4118 0.0648 0.1120 216 Hyundai Ioniq 0.6818 0.6944 0.6881 216 Hyundai Kona 0.7837 0.8889 0.8330 216 Hyundai Kona Electric 0.7388 1.0000 0.8498 215 Hyundai NEXO 0.9954 1.0000 0.9977 216 Hyundai Palisade 0.9115 0.9537 0.9321 216 Hyundai Santa Fe 0.6491 0.1713 0.2711 216 Hyundai Sonata 0.5570 0.2037 0.2983 216 Hyundai Tucson 1.0000 0.1528 0.2651 216 Hyundai Veloster 0.6397 0.7349 0.6840 215 Hyundai Venue 0.8710 1.0000 0.9310 216 INFINITI Q50 0.9125 0.3395 0.4949 215 INFINITI Q60 0.5392 0.8287 0.6533 216 INFINITI Q70 0.2572 0.9116 0.4012 215 INFINITI QX30 0.7963 1.0000 0.8866 215 INFINITI QX50 0.9604 0.4512 0.6139 215 INFINITI QX60 0.9298 0.4907 0.6424 216 INFINITI QX80 0.7284 0.7824 0.7545 216 Jaguar E-Pace 0.8843 0.8884 0.8863 215 Jaguar F-Pace 0.9184 0.4167 0.5732 216 Jaguar F-Type 0.7879 0.1209 0.2097 215 Jaguar I-Pace 0.8915 0.5349 0.6686 215 Jaguar XE 0.6842 0.4233 0.5230 215 Jaguar XF 0.5455 0.0278 0.0529 216 Jaguar XJ 0.7273 0.2593 0.3823 216 Jeep Cherokee 0.5857 0.7593 0.6613 216 Jeep Compass 0.7095 0.5907 0.6447 215 Jeep Gladiator 0.8090 1.0000 0.8944 216 Jeep Grand Cherokee 0.9012 0.3380 0.4916 216 Jeep Renegade 0.7729 0.9769 0.8630 216 Jeep Wrangler 0.8382 0.9395 0.8860 215 Kia Cadenza 0.4444 0.7407 0.5556 216 Kia Forte 0.1864 0.4326 0.2605 215 Kia K900 0.6888 0.9163 0.7864 215 Kia Niro 0.7516 0.5324 0.6233 216 Kia Optima 0.5510 0.3767 0.4475 215 Kia Rio 0.3290 0.4722 0.3878 216 Kia Sedona 0.6493 0.8056 0.7190 216 Kia Sorento 0.9524 0.0926 0.1688 216 Kia Soul 0.9298 0.2454 0.3883 216 Kia Soul EV 0.6766 0.9491 0.7900 216 Kia Sportage 0.4155 0.7176 0.5263 216 Kia Stinger 0.9799 0.9070 0.9420 215 Kia Telluride 0.5297 0.9491 0.6799 216 Lamborghini Aventador 0.8340 0.9769 0.8998 216 Lamborghini Huracan 0.5471 0.8333 0.6606 216 Lamborghini Urus 0.4274 1.0000 0.5989 215 Land Rover Defender 0.5387 1.0000 0.7002 216 Land Rover Discovery 1.0000 0.2639 0.4176 216 Land Rover Discovery Sport 0.6284 0.8611 0.7266 216 Land Rover Range Rover 0.4850 0.4491 0.4663 216 Land Rover Range Rover Evoque 0.9130 0.2917 0.4421 216 Land Rover Range Rover Sport 0.7556 0.1581 0.2615 215 Land Rover Range Rover Velar 0.9845 0.5880 0.7362 216 Lexus ES 0.4062 0.2419 0.3032 215 Lexus GS 0.6167 0.3442 0.4418 215 Lexus GX 0.7681 0.9352 0.8434 216 Lexus IS 0.5477 0.5046 0.5253 216 Lexus LC 0.7402 0.8704 0.8000 216 Lexus LS 0.5063 0.7407 0.6015 216 Lexus LX 0.6667 0.2870 0.4013 216 Lexus NX 0.5231 0.8419 0.6453 215 Lexus RC 0.8100 0.3767 0.5143 215 Lexus RX 0.6154 0.4815 0.5403 216 Lexus UX 0.9588 0.7581 0.8468 215 Lincoln Aviator 0.7377 0.6250 0.6767 216 Lincoln Continental 0.7533 0.5231 0.6175 216 Lincoln Corsair 0.7962 0.9769 0.8773 216 Lincoln MKC 0.4004 0.8698 0.5484 215 Lincoln MKT 0.7783 0.7315 0.7542 216 Lincoln MKZ 0.7500 0.6000 0.6667 215 Lincoln Nautilus 0.7074 0.8884 0.7876 215 Lincoln Navigator 0.5890 0.5972 0.5931 216 MINI Clubman 0.7511 0.8241 0.7859 216 MINI Cooper 0.6069 0.7395 0.6667 215 MINI Cooper Countryman 0.7273 0.6698 0.6973 215 Maserati Ghibli 0.4927 0.9395 0.6464 215 Maserati GranTurismo 0.6733 0.3148 0.4290 216 Maserati Levante 0.9851 0.9167 0.9496 216 Maserati Quattroporte 0.5477 0.8241 0.6580 216 Mazda CX-3 0.5321 0.9213 0.6746 216 Mazda CX-30 0.8745 1.0000 0.9330 216 Mazda CX-5 0.9130 0.0972 0.1757 216 Mazda CX-9 0.6000 0.6250 0.6122 216 Mazda MAZDA3 0.4889 0.1019 0.1686 216 Mazda MAZDA6 0.3363 0.5256 0.4102 215 Mazda MX-5 Miata 0.6951 0.2639 0.3826 216 Mazda Mazda3 Hatchback 0.9862 1.0000 0.9931 215 McLaren 570GT 0.9908 1.0000 0.9954 215 McLaren 570S 0.9310 1.0000 0.9643 216 McLaren 720S 0.6074 0.9860 0.7518 215 Mercedes-Benz A Class 0.6740 1.0000 0.8052 215 Mercedes-Benz AMG GT 0.4588 0.3628 0.4052 215 Mercedes-Benz C Class 1.0000 0.0046 0.0092 216 Mercedes-Benz CLA Class 0.9792 0.2176 0.3561 216 Mercedes-Benz CLS Class 0.4651 0.0926 0.1544 216 Mercedes-Benz E Class 0.5253 0.2419 0.3312 215 Mercedes-Benz EQC 0.7660 1.0000 0.8675 216 Mercedes-Benz G Class 0.7756 0.7361 0.7553 216 Mercedes-Benz GLA Class 0.5177 0.7488 0.6122 215 Mercedes-Benz GLB Class 0.4710 0.9814 0.6365 215 Mercedes-Benz GLC Class 0.7234 0.1574 0.2586 216 Mercedes-Benz GLE Class 0.6250 0.4398 0.5163 216 Mercedes-Benz GLS Class 0.5710 0.9163 0.7036 215 Mercedes-Benz Metris 0.8387 0.9674 0.8985 215 Mercedes-Benz S Class 0.5455 0.1111 0.1846 216 Mercedes-Benz SL Class 0.4834 0.6759 0.5637 216 Mercedes-Benz SLC Class 0.7826 0.7500 0.7660 216 Mitsubishi Eclipse Cross 0.6901 1.0000 0.8166 216 Mitsubishi Mirage 0.4843 0.6435 0.5527 216 Mitsubishi Outlander 0.6606 0.3349 0.4444 215 Mitsubishi Outlander Sport 0.4925 0.6111 0.5455 216 Nissan 370Z 0.7879 0.6019 0.6824 216 Nissan Altima 0.3835 0.4954 0.4323 216 Nissan Armada 0.6810 0.7349 0.7069 215 Nissan Frontier 0.5083 0.7083 0.5919 216 Nissan GT-R 0.5766 0.2963 0.3914 216 Nissan Kicks 0.6636 1.0000 0.7978 215 Nissan Leaf 0.6863 0.3241 0.4403 216 Nissan Maxima 0.4596 0.7674 0.5749 215 Nissan Murano 0.9593 0.5463 0.6962 216 Nissan NV200 0.8694 0.9907 0.9261 215 Nissan Pathfinder 0.7674 0.3056 0.4371 216 Nissan Rogue 0.7045 0.5767 0.6343 215 Nissan Rogue Sport 0.8324 0.7130 0.7681 216 Nissan Sentra 0.6897 0.0930 0.1639 215 Nissan Titan 0.3654 0.0880 0.1418 216 Nissan Versa 0.3320 0.3814 0.3550 215 Porsche 718 0.3458 0.8981 0.4994 216 Porsche 718 Spyder 0.9862 1.0000 0.9931 215 Porsche 911 0.7108 0.2731 0.3946 216 Porsche Cayenne 0.7027 0.3611 0.4771 216 Porsche Macan 0.9810 0.4769 0.6417 216 Porsche Panamera 0.6389 0.2130 0.3194 216 Porsche Taycan 0.5111 0.9628 0.6677 215 Ram 1500 0.3362 0.5535 0.4183 215 Ram 2500 0.4502 0.6512 0.5323 215 Rolls-Royce Cullinan 0.8276 1.0000 0.9057 216 Rolls-Royce Dawn 0.7606 1.0000 0.8640 216 Rolls-Royce Ghost 0.4321 0.8140 0.5645 215 Rolls-Royce Phantom 0.4649 0.9860 0.6319 215 Rolls-Royce Wraith 0.9717 0.9537 0.9626 216 Subaru Ascent 0.5410 0.8241 0.6532 216 Subaru BRZ 0.7289 0.5602 0.6335 216 Subaru Crosstrek 0.8492 0.4977 0.6276 215 Subaru Forester 0.5843 0.4491 0.5079 216 Subaru Impreza 0.6000 0.0278 0.0531 216 Subaru Legacy 0.3878 0.0880 0.1434 216 Subaru Outback 0.4289 0.7963 0.5575 216 Subaru STI S209 1.0000 1.0000 1.0000 215 Subaru WRX 0.4982 0.6435 0.5616 216 Tesla Model 3 0.7235 0.9815 0.8330 216 Tesla Model S 0.8310 0.2731 0.4111 216 Tesla Model X 0.7610 0.9583 0.8484 216 Tesla Model Y 0.9600 1.0000 0.9796 216 Toyota 4Runner 0.5235 0.7767 0.6255 215 Toyota 86 0.8030 1.0000 0.8907 216 Toyota Avalon 0.7222 0.5442 0.6207 215 Toyota C-HR 0.8178 0.8977 0.8559 215 Toyota Camry 0.2591 0.4306 0.3235 216 Toyota Corolla 0.4828 0.3241 0.3878 216 Toyota Highlander 0.6780 0.1860 0.2920 215 Toyota Land Cruiser 0.5552 0.7454 0.6364 216 Toyota Mirai 0.5897 0.9583 0.7302 216 Toyota Prius 0.5591 0.4837 0.5187 215 Toyota Prius C 0.3412 0.8744 0.4909 215 Toyota RAV4 0.7368 0.1296 0.2205 216 Toyota Sequoia 0.6875 0.6651 0.6761 215 Toyota Sienna 0.6102 0.8333 0.7045 216 Toyota Supra 0.4580 0.9352 0.6149 216 Toyota Tacoma 0.5547 0.3287 0.4128 216 Toyota Tundra 0.4697 0.1442 0.2206 215 Toyota Yaris 0.4717 0.1157 0.1859 216 Toyota Yaris Hatchback 0.9954 1.0000 0.9977 215 Volkswagen Arteon 0.6085 1.0000 0.7566 216 Volkswagen Atlas 0.8270 0.7083 0.7631 216 Volkswagen Beetle 0.7391 0.7116 0.7251 215 Volkswagen Golf 0.5172 0.2083 0.2970 216 Volkswagen Jetta 0.3963 0.3009 0.3421 216 Volkswagen Passat 1.0000 0.0417 0.0800 216 Volkswagen Tiguan 0.9310 0.3750 0.5347 216 Volkswagen e-Golf 0.4814 0.9583 0.6409 216 Volvo S60 0.8333 0.0233 0.0452 215 Volvo S90 0.8857 0.4326 0.5813 215 Volvo V60 0.8602 0.3721 0.5195 215 Volvo V90 0.5296 0.9163 0.6712 215 Volvo XC40 0.8243 0.8472 0.8356 216 Volvo XC60 0.6032 0.3519 0.4444 216 Volvo XC90 0.8957 0.4791 0.6242 215 smart fortwo 0.7471 0.3023 0.4305 215 accuracy 0.6021 69639 macro avg 0.6646 0.6022 0.5727 69639 weighted avg 0.6646 0.6021 0.5727 69639 ```