|
--- |
|
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 0.2554 0.6574 0.3679 108 |
|
Acura MDX 0.7381 0.2870 0.4133 108 |
|
Acura NSX 0.5238 0.3056 0.3860 108 |
|
Acura RDX 1.0000 0.0833 0.1538 108 |
|
Acura RLX 0.6415 0.3178 0.4250 107 |
|
Acura TLX 0.7368 0.3889 0.5091 108 |
|
Alfa Romeo 4C 0.5472 0.8056 0.6517 108 |
|
Alfa Romeo 4C Spider 0.7552 1.0000 0.8606 108 |
|
Alfa Romeo Giulia 0.7037 0.5278 0.6032 108 |
|
Alfa Romeo Stelvio 0.5437 0.8056 0.6493 108 |
|
Aston Martin DB11 0.7364 0.7500 0.7431 108 |
|
Aston Martin DBS 0.3125 0.8333 0.4545 108 |
|
Aston Martin Vanquish 0.6506 0.5047 0.5684 107 |
|
Aston Martin Vantage 0.3143 0.2037 0.2472 108 |
|
Audi A3 0.7059 0.1111 0.1920 108 |
|
Audi A4 0.5949 0.4352 0.5027 108 |
|
Audi A5 0.3960 0.3738 0.3846 107 |
|
Audi A6 0.2304 0.4907 0.3136 108 |
|
Audi A7 0.5714 0.0370 0.0696 108 |
|
Audi A8 0.2092 0.7130 0.3235 108 |
|
Audi Q3 0.8333 0.6481 0.7292 108 |
|
Audi Q5 0.7213 0.4074 0.5207 108 |
|
Audi Q7 0.4490 0.6111 0.5176 108 |
|
Audi Q8 0.8590 0.6204 0.7204 108 |
|
Audi R8 0.4545 0.1389 0.2128 108 |
|
Audi TT 0.3846 0.6019 0.4693 108 |
|
Audi e-tron 0.9419 0.7570 0.8394 107 |
|
BMW 2-Series 0.3469 0.1574 0.2166 108 |
|
BMW 3-Series 0.3191 0.1389 0.1935 108 |
|
BMW 4-Series 0.6552 0.1759 0.2774 108 |
|
BMW 5-Series 0.8571 0.0561 0.1053 107 |
|
BMW 6-Series 0.6000 0.1389 0.2256 108 |
|
BMW 7-Series 0.2538 0.3084 0.2785 107 |
|
BMW 8-Series 0.8286 0.8056 0.8169 108 |
|
BMW X1 0.8095 0.3148 0.4533 108 |
|
BMW X2 0.9412 0.2963 0.4507 108 |
|
BMW X3 0.7234 0.3148 0.4387 108 |
|
BMW X4 0.7561 0.2897 0.4189 107 |
|
BMW X5 0.8750 0.0648 0.1207 108 |
|
BMW X6 1.0000 0.0280 0.0545 107 |
|
BMW X7 0.5301 0.8981 0.6667 108 |
|
BMW Z4 0.4071 0.4259 0.4163 108 |
|
BMW i3 0.7582 0.6389 0.6935 108 |
|
BMW i8 0.4573 0.8426 0.5928 108 |
|
Bentley Bentayga 0.7195 0.5514 0.6243 107 |
|
Bentley Continental GT 0.9000 0.1667 0.2812 108 |
|
Bentley Flying Spur 0.3778 0.3178 0.3452 107 |
|
Bentley Mulsanne 0.3411 0.6759 0.4534 108 |
|
Buick Cascada 0.7692 0.8333 0.8000 108 |
|
Buick Enclave 0.3279 0.7570 0.4576 107 |
|
Buick Encore 0.2603 0.7037 0.3800 108 |
|
Buick Envision 0.4511 0.7685 0.5685 108 |
|
Buick Lacrosse 0.2441 0.2870 0.2638 108 |
|
Buick Regal 0.3750 0.0278 0.0517 108 |
|
Cadillac ATS 0.6250 0.0926 0.1613 108 |
|
Cadillac CT4 0.7105 1.0000 0.8308 108 |
|
Cadillac CT5 0.4252 1.0000 0.5967 108 |
|
Cadillac CT6 0.8056 0.2685 0.4028 108 |
|
Cadillac CTS 0.2952 0.2870 0.2911 108 |
|
Cadillac Escalade 0.4487 0.3241 0.3763 108 |
|
Cadillac XT4 0.5852 0.9537 0.7254 108 |
|
Cadillac XT5 0.4062 0.8426 0.5482 108 |
|
Cadillac XT6 0.4615 1.0000 0.6316 108 |
|
Cadillac XTS 0.3587 0.6111 0.4521 108 |
|
Chevrolet Blazer 0.8372 0.6667 0.7423 108 |
|
Chevrolet Bolt EV 0.7107 0.7963 0.7511 108 |
|
Chevrolet Camaro 0.7234 0.3148 0.4387 108 |
|
Chevrolet Colorado 1.0000 0.0556 0.1053 108 |
|
Chevrolet Corvette 0.4167 0.1852 0.2564 108 |
|
Chevrolet Cruze 0.3000 0.0278 0.0508 108 |
|
Chevrolet Equinox 1.0000 0.1481 0.2581 108 |
|
Chevrolet Impala 0.1642 0.7315 0.2683 108 |
|
Chevrolet Malibu 0.0000 0.0000 0.0000 107 |
|
Chevrolet Silverado 1500 0.4912 0.2593 0.3394 108 |
|
Chevrolet Silverado 2500HD 0.4054 0.1389 0.2069 108 |
|
Chevrolet Sonic 0.4878 0.3704 0.4211 108 |
|
Chevrolet Spark 0.2178 0.9537 0.3546 108 |
|
Chevrolet Suburban 0.3077 0.3704 0.3361 108 |
|
Chevrolet Tahoe 0.2727 0.4722 0.3458 108 |
|
Chevrolet TrailBlazer 0.3345 0.8611 0.4819 108 |
|
Chevrolet Traverse 0.5042 0.5556 0.5286 108 |
|
Chevrolet Trax 0.7600 0.8796 0.8155 108 |
|
Chevrolet Volt 0.9091 0.2778 0.4255 108 |
|
Chrysler 300 0.6667 0.2778 0.3922 108 |
|
Chrysler Pacifica 0.8750 0.4537 0.5976 108 |
|
Dodge Challenger 0.7188 0.2130 0.3286 108 |
|
Dodge Charger 1.0000 0.0093 0.0183 108 |
|
Dodge Durango 0.4455 0.4167 0.4306 108 |
|
Dodge Grand Caravan 0.4488 0.8519 0.5879 108 |
|
Dodge Journey 0.5566 0.5463 0.5514 108 |
|
FIAT 124 Spider 0.4292 0.8981 0.5808 108 |
|
FIAT 500 0.8750 0.0654 0.1217 107 |
|
FIAT 500L 0.5697 0.8704 0.6886 108 |
|
FIAT 500X 0.5741 0.8611 0.6889 108 |
|
FIAT 500e 0.4931 0.9907 0.6585 108 |
|
Ferrari 488 GTB 0.3165 0.8148 0.4560 108 |
|
Ferrari GTC4Lusso 1.0000 1.0000 1.0000 108 |
|
Ferrari Portofino 0.9818 1.0000 0.9908 108 |
|
Ford Ecosport 0.5288 0.9439 0.6779 107 |
|
Ford Edge 0.0000 0.0000 0.0000 108 |
|
Ford Escape 1.0000 0.0278 0.0541 108 |
|
Ford Expedition 0.3333 0.4815 0.3939 108 |
|
Ford Explorer 0.6000 0.1944 0.2937 108 |
|
Ford F-150 0.2857 0.0187 0.0351 107 |
|
Ford Fiesta 0.2833 0.1574 0.2024 108 |
|
Ford Flex 0.5588 0.5278 0.5429 108 |
|
Ford Fusion 0.4318 0.1759 0.2500 108 |
|
Ford Mustang 0.3333 0.0187 0.0354 107 |
|
Ford Ranger 0.5455 0.6111 0.5764 108 |
|
Ford Super Duty F-250 0.5000 0.0185 0.0357 108 |
|
Ford Taurus 0.6667 0.2407 0.3537 108 |
|
Ford Transit Connect Wagon 0.7424 0.9074 0.8167 108 |
|
GMC Acadia 0.4568 0.6852 0.5481 108 |
|
GMC Canyon 0.3140 0.5047 0.3871 107 |
|
GMC Sierra 1500 0.2517 0.3333 0.2869 108 |
|
GMC Sierra 2500HD 0.1660 0.7500 0.2718 108 |
|
GMC Terrain 0.9524 0.1852 0.3101 108 |
|
GMC Yukon 0.3053 0.5370 0.3893 108 |
|
Genesis G70 0.8261 0.8796 0.8520 108 |
|
Genesis G80 0.3218 0.6075 0.4207 107 |
|
Genesis G90 0.5570 0.4112 0.4731 107 |
|
Honda Accord 0.2195 0.1667 0.1895 108 |
|
Honda CR-V 0.4615 0.3889 0.4221 108 |
|
Honda Civic 0.4000 0.0370 0.0678 108 |
|
Honda Clarity 0.9375 0.5556 0.6977 108 |
|
Honda Fit 0.2917 0.1944 0.2333 108 |
|
Honda HR-V 0.9206 0.5370 0.6784 108 |
|
Honda Insight 0.9643 0.2500 0.3971 108 |
|
Honda Odyssey 0.3483 0.5741 0.4336 108 |
|
Honda Passport 0.3694 0.9167 0.5266 108 |
|
Honda Pilot 0.9231 0.1121 0.2000 107 |
|
Honda Ridgeline 0.3049 0.2315 0.2632 108 |
|
Hyundai Accent 0.1724 0.6019 0.2680 108 |
|
Hyundai Elantra 0.5000 0.0185 0.0357 108 |
|
Hyundai Ioniq 0.6102 0.3364 0.4337 107 |
|
Hyundai Kona 0.6433 0.9352 0.7623 108 |
|
Hyundai Kona Electric 0.7059 1.0000 0.8276 108 |
|
Hyundai NEXO 0.9643 1.0000 0.9818 108 |
|
Hyundai Palisade 0.7222 0.8505 0.7811 107 |
|
Hyundai Santa Fe 0.7000 0.1308 0.2205 107 |
|
Hyundai Sonata 0.5000 0.1204 0.1940 108 |
|
Hyundai Tucson 0.5000 0.0185 0.0357 108 |
|
Hyundai Veloster 0.4779 0.6019 0.5328 108 |
|
Hyundai Venue 0.6993 1.0000 0.8231 107 |
|
INFINITI Q50 0.7059 0.1111 0.1920 108 |
|
INFINITI Q60 0.4110 0.6204 0.4945 108 |
|
INFINITI Q70 0.1311 0.8704 0.2279 108 |
|
INFINITI QX30 0.6380 0.9720 0.7704 107 |
|
INFINITI QX50 0.8919 0.3056 0.4552 108 |
|
INFINITI QX60 0.9259 0.2315 0.3704 108 |
|
INFINITI QX80 0.8434 0.6542 0.7368 107 |
|
Jaguar E-Pace 0.9070 0.7290 0.8083 107 |
|
Jaguar F-Pace 0.9630 0.2407 0.3852 108 |
|
Jaguar F-Type 1.0000 0.0926 0.1695 108 |
|
Jaguar I-Pace 1.0000 0.1667 0.2857 108 |
|
Jaguar XE 0.8889 0.2243 0.3582 107 |
|
Jaguar XF 0.5000 0.0185 0.0357 108 |
|
Jaguar XJ 0.6250 0.1389 0.2273 108 |
|
Jeep Cherokee 0.3416 0.5093 0.4089 108 |
|
Jeep Compass 0.5618 0.4630 0.5076 108 |
|
Jeep Gladiator 0.6011 1.0000 0.7509 107 |
|
Jeep Grand Cherokee 0.6061 0.1852 0.2837 108 |
|
Jeep Renegade 0.6769 0.8148 0.7395 108 |
|
Jeep Wrangler 0.6410 0.9259 0.7576 108 |
|
Kia Cadenza 0.2742 0.6296 0.3820 108 |
|
Kia Forte 0.1378 0.3611 0.1995 108 |
|
Kia K900 0.5806 0.6729 0.6234 107 |
|
Kia Niro 0.5472 0.2685 0.3602 108 |
|
Kia Optima 0.4318 0.1759 0.2500 108 |
|
Kia Rio 0.2787 0.4722 0.3505 108 |
|
Kia Sedona 0.5372 0.6019 0.5677 108 |
|
Kia Sorento 1.0000 0.0370 0.0714 108 |
|
Kia Soul 0.9167 0.1019 0.1833 108 |
|
Kia Soul EV 0.5047 0.9907 0.6688 108 |
|
Kia Sportage 0.2928 0.6019 0.3939 108 |
|
Kia Stinger 0.9844 0.5833 0.7326 108 |
|
Kia Telluride 0.4965 0.6636 0.5680 107 |
|
Lamborghini Aventador 0.5915 0.8981 0.7132 108 |
|
Lamborghini Huracan 0.3854 0.7315 0.5048 108 |
|
Lamborghini Urus 0.3905 1.0000 0.5617 107 |
|
Land Rover Defender 0.3313 1.0000 0.4977 108 |
|
Land Rover Discovery 0.9000 0.1667 0.2812 108 |
|
Land Rover Discovery Sport 0.6875 0.5093 0.5851 108 |
|
Land Rover Range Rover 0.3939 0.1204 0.1844 108 |
|
Land Rover Range Rover Evoque 1.0000 0.0654 0.1228 107 |
|
Land Rover Range Rover Sport 0.6667 0.0187 0.0364 107 |
|
Land Rover Range Rover Velar 0.9444 0.3148 0.4722 108 |
|
Lexus ES 0.1842 0.0648 0.0959 108 |
|
Lexus GS 0.4737 0.2500 0.3273 108 |
|
Lexus GX 0.6638 0.7130 0.6875 108 |
|
Lexus IS 0.4524 0.3519 0.3958 108 |
|
Lexus LC 0.6260 0.7196 0.6696 107 |
|
Lexus LS 0.4040 0.5648 0.4710 108 |
|
Lexus LX 0.5455 0.0556 0.1008 108 |
|
Lexus NX 0.4485 0.6916 0.5441 107 |
|
Lexus RC 0.6316 0.1121 0.1905 107 |
|
Lexus RX 0.6575 0.4444 0.5304 108 |
|
Lexus UX 1.0000 0.4486 0.6194 107 |
|
Lincoln Aviator 0.5625 0.4167 0.4787 108 |
|
Lincoln Continental 0.7500 0.4722 0.5795 108 |
|
Lincoln Corsair 0.4434 0.8704 0.5875 108 |
|
Lincoln MKC 0.2724 0.7593 0.4010 108 |
|
Lincoln MKT 0.8627 0.4074 0.5535 108 |
|
Lincoln MKZ 0.6667 0.3889 0.4912 108 |
|
Lincoln Nautilus 0.4778 0.7963 0.5972 108 |
|
Lincoln Navigator 0.3333 0.2685 0.2974 108 |
|
MINI Clubman 0.6581 0.7130 0.6844 108 |
|
MINI Cooper 0.5276 0.6204 0.5702 108 |
|
MINI Cooper Countryman 0.7927 0.6019 0.6842 108 |
|
Maserati Ghibli 0.2927 0.7778 0.4253 108 |
|
Maserati GranTurismo 0.6038 0.2963 0.3975 108 |
|
Maserati Levante 0.9744 0.7037 0.8172 108 |
|
Maserati Quattroporte 0.4895 0.6481 0.5578 108 |
|
Mazda CX-3 0.4817 0.8519 0.6154 108 |
|
Mazda CX-30 0.6689 0.9352 0.7799 108 |
|
Mazda CX-5 0.0000 0.0000 0.0000 108 |
|
Mazda CX-9 0.5802 0.4352 0.4974 108 |
|
Mazda MAZDA3 0.0769 0.0093 0.0165 108 |
|
Mazda MAZDA6 0.3420 0.6168 0.4400 107 |
|
Mazda MX-5 Miata 0.6364 0.1963 0.3000 107 |
|
Mazda Mazda3 Hatchback 0.9818 1.0000 0.9908 108 |
|
McLaren 570GT 0.9818 1.0000 0.9908 108 |
|
McLaren 570S 0.6708 1.0000 0.8030 108 |
|
McLaren 720S 0.4975 0.9352 0.6495 108 |
|
Mercedes-Benz A Class 0.7626 0.9907 0.8618 107 |
|
Mercedes-Benz AMG GT 0.5581 0.2222 0.3179 108 |
|
Mercedes-Benz C Class 0.1667 0.0093 0.0175 108 |
|
Mercedes-Benz CLA Class 1.0000 0.0185 0.0364 108 |
|
Mercedes-Benz CLS Class 0.3333 0.0185 0.0351 108 |
|
Mercedes-Benz E Class 0.3478 0.0741 0.1221 108 |
|
Mercedes-Benz EQC 0.6968 1.0000 0.8213 108 |
|
Mercedes-Benz G Class 0.5909 0.3611 0.4483 108 |
|
Mercedes-Benz GLA Class 0.5660 0.5556 0.5607 108 |
|
Mercedes-Benz GLB Class 0.2889 0.9630 0.4444 108 |
|
Mercedes-Benz GLC Class 0.5556 0.0467 0.0862 107 |
|
Mercedes-Benz GLE Class 0.4286 0.2222 0.2927 108 |
|
Mercedes-Benz GLS Class 0.5345 0.5794 0.5561 107 |
|
Mercedes-Benz Metris 0.7480 0.8796 0.8085 108 |
|
Mercedes-Benz S Class 0.4167 0.0463 0.0833 108 |
|
Mercedes-Benz SL Class 0.4143 0.5370 0.4677 108 |
|
Mercedes-Benz SLC Class 0.7432 0.5093 0.6044 108 |
|
Mitsubishi Eclipse Cross 0.5144 0.9907 0.6772 108 |
|
Mitsubishi Mirage 0.2750 0.4074 0.3284 108 |
|
Mitsubishi Outlander 0.4091 0.1667 0.2368 108 |
|
Mitsubishi Outlander Sport 0.3446 0.4722 0.3984 108 |
|
Nissan 370Z 0.8393 0.4352 0.5732 108 |
|
Nissan Altima 0.3594 0.4259 0.3898 108 |
|
Nissan Armada 0.5600 0.5234 0.5411 107 |
|
Nissan Frontier 0.4690 0.4907 0.4796 108 |
|
Nissan GT-R 0.4615 0.1111 0.1791 108 |
|
Nissan Kicks 0.5282 0.9626 0.6821 107 |
|
Nissan Leaf 0.6471 0.2056 0.3121 107 |
|
Nissan Maxima 0.5630 0.7037 0.6255 108 |
|
Nissan Murano 0.8824 0.2778 0.4225 108 |
|
Nissan NV200 0.6646 0.9907 0.7955 108 |
|
Nissan Pathfinder 0.6316 0.2222 0.3288 108 |
|
Nissan Rogue 0.5556 0.3704 0.4444 108 |
|
Nissan Rogue Sport 0.9048 0.3519 0.5067 108 |
|
Nissan Sentra 0.3000 0.0278 0.0508 108 |
|
Nissan Titan 0.4167 0.0463 0.0833 108 |
|
Nissan Versa 0.2540 0.2963 0.2735 108 |
|
Porsche 718 0.2004 0.8333 0.3232 108 |
|
Porsche 718 Spyder 0.9643 1.0000 0.9818 108 |
|
Porsche 911 0.5833 0.1944 0.2917 108 |
|
Porsche Cayenne 0.8158 0.2870 0.4247 108 |
|
Porsche Macan 1.0000 0.3611 0.5306 108 |
|
Porsche Panamera 0.5556 0.0463 0.0855 108 |
|
Porsche Taycan 0.4054 0.8333 0.5455 108 |
|
Ram 1500 0.2057 0.6019 0.3066 108 |
|
Ram 2500 0.4299 0.4259 0.4279 108 |
|
Rolls-Royce Cullinan 0.7606 1.0000 0.8640 108 |
|
Rolls-Royce Dawn 0.5941 0.9439 0.7292 107 |
|
Rolls-Royce Ghost 0.3911 0.8224 0.5301 107 |
|
Rolls-Royce Phantom 0.4802 0.8981 0.6258 108 |
|
Rolls-Royce Wraith 0.9143 0.8889 0.9014 108 |
|
Subaru Ascent 0.5620 0.6296 0.5939 108 |
|
Subaru BRZ 0.7761 0.4860 0.5977 107 |
|
Subaru Crosstrek 0.7353 0.2336 0.3546 107 |
|
Subaru Forester 0.5070 0.3333 0.4022 108 |
|
Subaru Impreza 0.0000 0.0000 0.0000 108 |
|
Subaru Legacy 0.7000 0.0654 0.1197 107 |
|
Subaru Outback 0.4215 0.4722 0.4454 108 |
|
Subaru STI S209 1.0000 1.0000 1.0000 108 |
|
Subaru WRX 0.3869 0.4907 0.4327 108 |
|
Tesla Model 3 0.7476 0.7130 0.7299 108 |
|
Tesla Model S 0.8947 0.1574 0.2677 108 |
|
Tesla Model X 0.7440 0.8611 0.7983 108 |
|
Tesla Model Y 0.9076 1.0000 0.9515 108 |
|
Toyota 4Runner 0.4179 0.5185 0.4628 108 |
|
Toyota 86 0.6034 1.0000 0.7526 108 |
|
Toyota Avalon 0.6143 0.3981 0.4831 108 |
|
Toyota C-HR 0.7117 0.7383 0.7248 107 |
|
Toyota Camry 0.1892 0.3271 0.2397 107 |
|
Toyota Corolla 0.5714 0.0370 0.0696 108 |
|
Toyota Highlander 0.3590 0.1308 0.1918 107 |
|
Toyota Land Cruiser 0.3063 0.4579 0.3670 107 |
|
Toyota Mirai 0.5763 0.9444 0.7158 108 |
|
Toyota Prius 0.6786 0.1759 0.2794 108 |
|
Toyota Prius C 0.2797 0.8131 0.4163 107 |
|
Toyota RAV4 0.7333 0.1019 0.1789 108 |
|
Toyota Sequoia 0.4196 0.4352 0.4273 108 |
|
Toyota Sienna 0.4800 0.6729 0.5603 107 |
|
Toyota Supra 0.2818 0.8611 0.4247 108 |
|
Toyota Tacoma 0.5667 0.1574 0.2464 108 |
|
Toyota Tundra 0.1111 0.0280 0.0448 107 |
|
Toyota Yaris 0.1059 0.0841 0.0938 107 |
|
Toyota Yaris Hatchback 0.9727 1.0000 0.9862 107 |
|
Volkswagen Arteon 0.5775 1.0000 0.7322 108 |
|
Volkswagen Atlas 0.6977 0.2778 0.3974 108 |
|
Volkswagen Beetle 0.5963 0.6075 0.6019 107 |
|
Volkswagen Golf 0.4138 0.1111 0.1752 108 |
|
Volkswagen Jetta 0.1786 0.0467 0.0741 107 |
|
Volkswagen Passat 1.0000 0.0093 0.0183 108 |
|
Volkswagen Tiguan 1.0000 0.1215 0.2167 107 |
|
Volkswagen e-Golf 0.4737 0.9167 0.6246 108 |
|
Volvo S60 0.0000 0.0000 0.0000 108 |
|
Volvo S90 0.7586 0.2037 0.3212 108 |
|
Volvo V60 1.0000 0.1111 0.2000 108 |
|
Volvo V90 0.5486 0.8889 0.6784 108 |
|
Volvo XC40 0.8734 0.6389 0.7380 108 |
|
Volvo XC60 0.3750 0.1402 0.2041 107 |
|
Volvo XC90 0.6818 0.2778 0.3947 108 |
|
smart fortwo 0.5682 0.2315 0.3289 108 |
|
|
|
accuracy 0.4764 34820 |
|
macro avg 0.5693 0.4764 0.4383 34820 |
|
weighted avg 0.5693 0.4764 0.4383 34820 |
|
``` |
