--- 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. ``` Classification report: precision recall f1-score support Acura ILX 0.2738 0.7315 0.3985 216 Acura MDX 0.7195 0.2731 0.3960 216 Acura NSX 0.5746 0.3565 0.4400 216 Acura RDX 1.0000 0.1065 0.1925 216 Acura RLX 0.7130 0.3581 0.4768 215 Acura TLX 0.7206 0.4537 0.5568 216 Alfa Romeo 4C 0.5799 0.8565 0.6916 216 Alfa Romeo 4C Spider 0.7934 1.0000 0.8848 215 Alfa Romeo Giulia 0.5343 0.5046 0.5190 216 Alfa Romeo Stelvio 0.5413 0.8796 0.6702 216 Aston Martin DB11 0.7281 0.7721 0.7494 215 Aston Martin DBS 0.2972 0.8930 0.4460 215 Aston Martin Vanquish 0.6582 0.4815 0.5561 216 Aston Martin Vantage 0.4173 0.2685 0.3268 216 Audi A3 0.6441 0.1759 0.2764 216 Audi A4 0.5145 0.4120 0.4576 216 Audi A5 0.4337 0.3935 0.4126 216 Audi A6 0.1911 0.3981 0.2583 216 Audi A7 0.6364 0.0648 0.1176 216 Audi A8 0.1978 0.6574 0.3041 216 Audi Q3 0.8247 0.7407 0.7805 216 Audi Q5 0.7925 0.3889 0.5217 216 Audi Q7 0.4269 0.6620 0.5191 216 Audi Q8 0.8523 0.5880 0.6959 216 Audi R8 0.5667 0.1574 0.2464 216 Audi TT 0.3856 0.6713 0.4899 216 Audi e-tron 0.9762 0.7593 0.8542 216 BMW 2-Series 0.4318 0.1759 0.2500 216 BMW 3-Series 0.4157 0.1721 0.2434 215 BMW 4-Series 0.6269 0.1944 0.2968 216 BMW 5-Series 0.5556 0.0463 0.0855 216 BMW 6-Series 0.6000 0.0972 0.1673 216 BMW 7-Series 0.3278 0.3657 0.3457 216 BMW 8-Series 0.8316 0.7349 0.7802 215 BMW X1 0.8148 0.3070 0.4459 215 BMW X2 0.9540 0.3860 0.5497 215 BMW X3 0.6630 0.2824 0.3961 216 BMW X4 0.7500 0.2778 0.4054 216 BMW X5 1.0000 0.0465 0.0889 215 BMW X6 0.9474 0.0837 0.1538 215 BMW X7 0.5821 0.9028 0.7078 216 BMW Z4 0.4167 0.3935 0.4048 216 BMW i3 0.7268 0.6528 0.6878 216 BMW i8 0.4472 0.7488 0.5600 215 Bentley Bentayga 0.7263 0.6389 0.6798 216 Bentley Continental GT 0.8788 0.1343 0.2329 216 Bentley Flying Spur 0.4655 0.3750 0.4154 216 Bentley Mulsanne 0.3257 0.6605 0.4363 215 Buick Cascada 0.7109 0.8426 0.7712 216 Buick Enclave 0.3433 0.7488 0.4708 215 Buick Encore 0.3108 0.8102 0.4493 216 Buick Envision 0.5120 0.7907 0.6216 215 Buick Lacrosse 0.2713 0.3256 0.2960 215 Buick Regal 0.8750 0.0326 0.0628 215 Cadillac ATS 0.9211 0.1620 0.2756 216 Cadillac CT4 0.6677 1.0000 0.8007 215 Cadillac CT5 0.4536 1.0000 0.6241 215 Cadillac CT6 0.7209 0.2870 0.4106 216 Cadillac CTS 0.3367 0.3116 0.3237 215 Cadillac Escalade 0.5529 0.4372 0.4883 215 Cadillac XT4 0.6059 0.9537 0.7410 216 Cadillac XT5 0.3991 0.7870 0.5296 216 Cadillac XT6 0.4821 1.0000 0.6506 216 Cadillac XTS 0.3395 0.6806 0.4530 216 Chevrolet Blazer 0.8313 0.6389 0.7225 216 Chevrolet Bolt EV 0.7613 0.7824 0.7717 216 Chevrolet Camaro 0.5294 0.2083 0.2990 216 Chevrolet Colorado 1.0000 0.0372 0.0717 215 Chevrolet Corvette 0.4961 0.2963 0.3710 216 Chevrolet Cruze 0.3043 0.0324 0.0586 216 Chevrolet Equinox 0.9474 0.0833 0.1532 216 Chevrolet Impala 0.1809 0.7870 0.2941 216 Chevrolet Malibu 0.0000 0.0000 0.0000 216 Chevrolet Silverado 1500 0.3789 0.1674 0.2323 215 Chevrolet Silverado 2500HD 0.4362 0.1898 0.2645 216 Chevrolet Sonic 0.5350 0.4954 0.5144 216 Chevrolet Spark 0.2318 0.9628 0.3736 215 Chevrolet Suburban 0.3784 0.3907 0.3844 215 Chevrolet Tahoe 0.3099 0.5116 0.3860 215 Chevrolet TrailBlazer 0.3604 0.8465 0.5056 215 Chevrolet Traverse 0.4791 0.5860 0.5272 215 Chevrolet Trax 0.7421 0.8657 0.7991 216 Chevrolet Volt 0.9219 0.2744 0.4229 215 Chrysler 300 0.6300 0.2930 0.4000 215 Chrysler Pacifica 0.9184 0.4167 0.5732 216 Dodge Challenger 0.7313 0.2279 0.3475 215 Dodge Charger 0.4000 0.0093 0.0181 216 Dodge Durango 0.5669 0.4120 0.4772 216 Dodge Grand Caravan 0.5013 0.8796 0.6387 216 Dodge Journey 0.5893 0.6140 0.6014 215 FIAT 124 Spider 0.4158 0.8796 0.5646 216 FIAT 500 0.6842 0.0602 0.1106 216 FIAT 500L 0.5514 0.8977 0.6832 215 FIAT 500X 0.5733 0.8148 0.6730 216 FIAT 500e 0.4207 1.0000 0.5923 215 Ferrari 488 GTB 0.3398 0.8102 0.4788 216 Ferrari GTC4Lusso 1.0000 1.0000 1.0000 216 Ferrari Portofino 0.9908 1.0000 0.9954 215 Ford Ecosport 0.5683 0.9630 0.7148 216 Ford Edge 0.0000 0.0000 0.0000 216 Ford Escape 1.0000 0.0231 0.0452 216 Ford Expedition 0.3521 0.5535 0.4304 215 Ford Explorer 0.6852 0.1713 0.2741 216 Ford F-150 0.2727 0.0278 0.0504 216 Ford Fiesta 0.4196 0.2186 0.2875 215 Ford Flex 0.6220 0.7116 0.6638 215 Ford Fusion 0.3093 0.1395 0.1923 215 Ford Mustang 0.7778 0.0324 0.0622 216 Ford Ranger 0.5311 0.6713 0.5930 216 Ford Super Duty F-250 0.6667 0.0185 0.0360 216 Ford Taurus 0.7705 0.4352 0.5562 216 Ford Transit Connect Wagon 0.7590 0.8791 0.8147 215 GMC Acadia 0.3994 0.5814 0.4735 215 GMC Canyon 0.3415 0.4558 0.3904 215 GMC Sierra 1500 0.1926 0.3163 0.2394 215 GMC Sierra 2500HD 0.1786 0.7535 0.2888 215 GMC Terrain 0.8649 0.1481 0.2530 216 GMC Yukon 0.3434 0.6296 0.4444 216 Genesis G70 0.8442 0.7814 0.8116 215 Genesis G80 0.3664 0.6698 0.4737 215 Genesis G90 0.5082 0.4306 0.4662 216 Honda Accord 0.1935 0.1111 0.1412 216 Honda CR-V 0.4971 0.3981 0.4422 216 Honda Civic 0.3043 0.0326 0.0588 215 Honda Clarity 0.9746 0.5349 0.6907 215 Honda Fit 0.3835 0.2361 0.2923 216 Honda HR-V 0.8671 0.5741 0.6908 216 Honda Insight 0.9180 0.2593 0.4043 216 Honda Odyssey 0.3667 0.5628 0.4440 215 Honda Passport 0.3368 0.8889 0.4885 216 Honda Pilot 0.9333 0.0648 0.1212 216 Honda Ridgeline 0.3371 0.2744 0.3026 215 Hyundai Accent 0.2125 0.6465 0.3199 215 Hyundai Elantra 0.1250 0.0046 0.0089 216 Hyundai Ioniq 0.6224 0.4120 0.4958 216 Hyundai Kona 0.6622 0.9209 0.7704 215 Hyundai Kona Electric 0.6761 1.0000 0.8068 215 Hyundai NEXO 0.9730 1.0000 0.9863 216 Hyundai Palisade 0.7967 0.9074 0.8485 216 Hyundai Santa Fe 0.6939 0.1581 0.2576 215 Hyundai Sonata 0.4839 0.1395 0.2166 215 Hyundai Tucson 0.7143 0.0698 0.1271 215 Hyundai Veloster 0.5323 0.6111 0.5690 216 Hyundai Venue 0.6901 1.0000 0.8166 216 INFINITI Q50 0.5172 0.0694 0.1224 216 INFINITI Q60 0.4184 0.6558 0.5109 215 INFINITI Q70 0.1514 0.9256 0.2603 215 INFINITI QX30 0.6375 0.9769 0.7715 216 INFINITI QX50 0.8554 0.3287 0.4749 216 INFINITI QX60 0.8133 0.2824 0.4192 216 INFINITI QX80 0.8313 0.6389 0.7225 216 Jaguar E-Pace 0.8249 0.6791 0.7449 215 Jaguar F-Pace 0.9722 0.3241 0.4861 216 Jaguar F-Type 0.9200 0.1070 0.1917 215 Jaguar I-Pace 0.9400 0.2186 0.3547 215 Jaguar XE 0.8732 0.2884 0.4336 215 Jaguar XF 0.7500 0.0278 0.0536 216 Jaguar XJ 0.7193 0.1898 0.3004 216 Jeep Cherokee 0.3988 0.5926 0.4767 216 Jeep Compass 0.5580 0.4676 0.5088 216 Jeep Gladiator 0.6467 1.0000 0.7855 216 Jeep Grand Cherokee 0.6818 0.2093 0.3203 215 Jeep Renegade 0.7143 0.8837 0.7900 215 Jeep Wrangler 0.6142 0.9213 0.7370 216 Kia Cadenza 0.2993 0.6279 0.4054 215 Kia Forte 0.1367 0.3256 0.1926 215 Kia K900 0.6049 0.6806 0.6405 216 Kia Niro 0.5376 0.2326 0.3247 215 Kia Optima 0.5604 0.2361 0.3322 216 Kia Rio 0.2247 0.3796 0.2823 216 Kia Sedona 0.4957 0.5324 0.5134 216 Kia Sorento 1.0000 0.0370 0.0714 216 Kia Soul 0.6667 0.0741 0.1333 216 Kia Soul EV 0.5417 0.9674 0.6945 215 Kia Sportage 0.3115 0.6389 0.4188 216 Kia Stinger 0.9847 0.5972 0.7435 216 Kia Telluride 0.5405 0.7442 0.6262 215 Lamborghini Aventador 0.5683 0.9674 0.7160 215 Lamborghini Huracan 0.3926 0.7395 0.5129 215 Lamborghini Urus 0.3931 1.0000 0.5643 215 Land Rover Defender 0.3318 1.0000 0.4983 215 Land Rover Discovery 0.9655 0.1296 0.2286 216 Land Rover Discovery Sport 0.7205 0.5370 0.6154 216 Land Rover Range Rover 0.4103 0.1488 0.2184 215 Land Rover Range Rover Evoque 0.9375 0.0694 0.1293 216 Land Rover Range Rover Sport 0.3478 0.0372 0.0672 215 Land Rover Range Rover Velar 0.9512 0.3611 0.5235 216 Lexus ES 0.1765 0.0556 0.0845 216 Lexus GS 0.5462 0.3023 0.3892 215 Lexus GX 0.6920 0.7593 0.7241 216 Lexus IS 0.4199 0.3535 0.3838 215 Lexus LC 0.6290 0.7222 0.6724 216 Lexus LS 0.3276 0.5302 0.4050 215 Lexus LX 0.4872 0.0880 0.1490 216 Lexus NX 0.4679 0.7083 0.5635 216 Lexus RC 0.5000 0.0694 0.1220 216 Lexus RX 0.6690 0.4491 0.5374 216 Lexus UX 1.0000 0.5023 0.6687 215 Lincoln Aviator 0.5843 0.4815 0.5279 216 Lincoln Continental 0.7971 0.5093 0.6215 216 Lincoln Corsair 0.5142 0.9256 0.6611 215 Lincoln MKC 0.2872 0.7870 0.4208 216 Lincoln MKT 0.8571 0.5023 0.6334 215 Lincoln MKZ 0.7059 0.3889 0.5015 216 Lincoln Nautilus 0.5358 0.8000 0.6418 215 Lincoln Navigator 0.3876 0.3194 0.3503 216 MINI Clubman 0.6781 0.7315 0.7038 216 MINI Cooper 0.5926 0.7407 0.6584 216 MINI Cooper Countryman 0.8052 0.5741 0.6703 216 Maserati Ghibli 0.3131 0.8102 0.4516 216 Maserati GranTurismo 0.5698 0.2279 0.3256 215 Maserati Levante 0.9760 0.7546 0.8512 216 Maserati Quattroporte 0.4448 0.6744 0.5360 215 Mazda CX-3 0.5099 0.8419 0.6351 215 Mazda CX-30 0.6785 0.9769 0.8008 216 Mazda CX-5 0.0000 0.0000 0.0000 215 Mazda CX-9 0.5435 0.4630 0.5000 216 Mazda MAZDA3 0.2593 0.0324 0.0576 216 Mazda MAZDA6 0.2965 0.5116 0.3754 215 Mazda MX-5 Miata 0.5645 0.1628 0.2527 215 Mazda Mazda3 Hatchback 0.9908 1.0000 0.9954 215 McLaren 570GT 0.9558 1.0000 0.9774 216 McLaren 570S 0.6857 1.0000 0.8136 216 McLaren 720S 0.4766 0.9444 0.6335 216 Mercedes-Benz A Class 0.7053 0.9861 0.8224 216 Mercedes-Benz AMG GT 0.6220 0.2372 0.3434 215 Mercedes-Benz C Class 0.3333 0.0047 0.0092 215 Mercedes-Benz CLA Class 1.0000 0.0370 0.0714 216 Mercedes-Benz CLS Class 0.3571 0.0231 0.0435 216 Mercedes-Benz E Class 0.3750 0.1111 0.1714 216 Mercedes-Benz EQC 0.7082 1.0000 0.8292 216 Mercedes-Benz G Class 0.6667 0.4722 0.5528 216 Mercedes-Benz GLA Class 0.6231 0.5741 0.5976 216 Mercedes-Benz GLB Class 0.3202 0.9814 0.4828 215 Mercedes-Benz GLC Class 0.7727 0.0787 0.1429 216 Mercedes-Benz GLE Class 0.4069 0.2731 0.3269 216 Mercedes-Benz GLS Class 0.5289 0.5926 0.5590 216 Mercedes-Benz Metris 0.7218 0.8930 0.7983 215 Mercedes-Benz S Class 0.3030 0.0465 0.0806 215 Mercedes-Benz SL Class 0.3945 0.5278 0.4515 216 Mercedes-Benz SLC Class 0.7891 0.5395 0.6409 215 Mitsubishi Eclipse Cross 0.5059 1.0000 0.6719 215 Mitsubishi Mirage 0.3225 0.4583 0.3786 216 Mitsubishi Outlander 0.5802 0.2176 0.3165 216 Mitsubishi Outlander Sport 0.3775 0.5278 0.4402 216 Nissan 370Z 0.7670 0.3657 0.4953 216 Nissan Altima 0.2679 0.3488 0.3030 215 Nissan Armada 0.6036 0.4744 0.5312 215 Nissan Frontier 0.4723 0.5926 0.5257 216 Nissan GT-R 0.5682 0.1163 0.1931 215 Nissan Kicks 0.5139 0.9398 0.6645 216 Nissan Leaf 0.6066 0.1721 0.2681 215 Nissan Maxima 0.5615 0.6791 0.6147 215 Nissan Murano 0.9365 0.2744 0.4245 215 Nissan NV200 0.7007 0.9861 0.8192 216 Nissan Pathfinder 0.4923 0.1481 0.2278 216 Nissan Rogue 0.5436 0.3750 0.4438 216 Nissan Rogue Sport 0.8427 0.3472 0.4918 216 Nissan Sentra 0.3333 0.0326 0.0593 215 Nissan Titan 0.2963 0.0370 0.0658 216 Nissan Versa 0.2195 0.2500 0.2338 216 Porsche 718 0.2158 0.8884 0.3473 215 Porsche 718 Spyder 0.9558 1.0000 0.9774 216 Porsche 911 0.7222 0.1806 0.2889 216 Porsche Cayenne 0.8767 0.2963 0.4429 216 Porsche Macan 1.0000 0.3674 0.5374 215 Porsche Panamera 0.5926 0.0744 0.1322 215 Porsche Taycan 0.4136 0.8750 0.5617 216 Ram 1500 0.2322 0.6343 0.3400 216 Ram 2500 0.4470 0.4491 0.4480 216 Rolls-Royce Cullinan 0.8000 1.0000 0.8889 216 Rolls-Royce Dawn 0.5803 0.9581 0.7228 215 Rolls-Royce Ghost 0.3653 0.7628 0.4940 215 Rolls-Royce Phantom 0.4726 0.9167 0.6236 216 Rolls-Royce Wraith 0.9209 0.9209 0.9209 215 Subaru Ascent 0.5567 0.7767 0.6485 215 Subaru BRZ 0.7280 0.4233 0.5353 215 Subaru Crosstrek 0.8630 0.2930 0.4375 215 Subaru Forester 0.5315 0.3519 0.4234 216 Subaru Impreza 0.0000 0.0000 0.0000 216 Subaru Legacy 0.2667 0.0186 0.0348 215 Subaru Outback 0.4647 0.5787 0.5155 216 Subaru STI S209 1.0000 1.0000 1.0000 215 Subaru WRX 0.3849 0.4491 0.4145 216 Tesla Model 3 0.7588 0.8009 0.7793 216 Tesla Model S 0.9024 0.1713 0.2879 216 Tesla Model X 0.7866 0.9213 0.8486 216 Tesla Model Y 0.9038 1.0000 0.9495 216 Toyota 4Runner 0.4072 0.5814 0.4789 215 Toyota 86 0.6052 0.9722 0.7460 216 Toyota Avalon 0.6479 0.4279 0.5154 215 Toyota C-HR 0.7404 0.8093 0.7733 215 Toyota Camry 0.2031 0.4213 0.2741 216 Toyota Corolla 0.4688 0.0698 0.1215 215 Toyota Highlander 0.5000 0.1302 0.2066 215 Toyota Land Cruiser 0.3343 0.5116 0.4044 215 Toyota Mirai 0.5677 0.9120 0.6998 216 Toyota Prius 0.7000 0.1620 0.2632 216 Toyota Prius C 0.2579 0.7593 0.3850 216 Toyota RAV4 0.5455 0.0556 0.1008 216 Toyota Sequoia 0.4929 0.4837 0.4883 215 Toyota Sienna 0.4984 0.7176 0.5882 216 Toyota Supra 0.3248 0.8796 0.4744 216 Toyota Tacoma 0.4930 0.1628 0.2448 215 Toyota Tundra 0.3056 0.0512 0.0876 215 Toyota Yaris 0.1774 0.1023 0.1298 215 Toyota Yaris Hatchback 0.9863 1.0000 0.9931 216 Volkswagen Arteon 0.5387 1.0000 0.7002 216 Volkswagen Atlas 0.8925 0.3860 0.5390 215 Volkswagen Beetle 0.6857 0.6667 0.6761 216 Volkswagen Golf 0.3939 0.1209 0.1851 215 Volkswagen Jetta 0.1818 0.0558 0.0854 215 Volkswagen Passat 1.0000 0.0093 0.0184 215 Volkswagen Tiguan 1.0000 0.1898 0.3191 216 Volkswagen e-Golf 0.4703 0.9537 0.6300 216 Volvo S60 0.0000 0.0000 0.0000 215 Volvo S90 0.7347 0.1667 0.2717 216 Volvo V60 0.8182 0.1667 0.2769 216 Volvo V90 0.5438 0.8333 0.6581 216 Volvo XC40 0.8549 0.7639 0.8068 216 Volvo XC60 0.5568 0.2269 0.3224 216 Volvo XC90 0.8116 0.2593 0.3930 216 smart fortwo 0.5714 0.1860 0.2807 215 accuracy 0.4901 69639 macro avg 0.5761 0.4901 0.4513 69639 weighted avg 0.5761 0.4901 0.4513 69639 ```