metadata
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