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.
Accuracy: 0.5239
F1 Score: 0.4875
Classification report:
precision recall f1-score support
Acura ILX 0.2741 0.7639 0.4034 216
Acura MDX 0.6667 0.3241 0.4361 216
Acura NSX 0.5873 0.3442 0.4340 215
Acura RDX 1.0000 0.1481 0.2581 216
Acura RLX 0.7131 0.4047 0.5163 215
Acura TLX 0.6923 0.4605 0.5531 215
Alfa Romeo 4C 0.5857 0.8744 0.7015 215
Alfa Romeo 4C Spider 0.8740 1.0000 0.9328 215
Alfa Romeo Giulia 0.6215 0.6157 0.6186 216
Alfa Romeo Stelvio 0.5293 0.9213 0.6723 216
Aston Martin DB11 0.6926 0.8279 0.7542 215
Aston Martin DBS 0.3547 0.9213 0.5122 216
Aston Martin Vanquish 0.7632 0.5370 0.6304 216
Aston Martin Vantage 0.4570 0.3935 0.4229 216
Audi A3 0.6000 0.1674 0.2618 215
Audi A4 0.5078 0.4537 0.4792 216
Audi A5 0.3946 0.4074 0.4009 216
Audi A6 0.2101 0.4047 0.2766 215
Audi A7 0.6571 0.1065 0.1833 216
Audi A8 0.2088 0.7535 0.3269 215
Audi Q3 0.7838 0.8056 0.7945 216
Audi Q5 0.7353 0.4651 0.5698 215
Audi Q7 0.4817 0.6744 0.5620 215
Audi Q8 0.8503 0.5787 0.6887 216
Audi R8 0.6029 0.1907 0.2898 215
Audi TT 0.4027 0.6806 0.5060 216
Audi e-tron 0.9821 0.7674 0.8616 215
BMW 2-Series 0.4561 0.2419 0.3161 215
BMW 3-Series 0.4128 0.2083 0.2769 216
BMW 4-Series 0.6768 0.3116 0.4268 215
BMW 5-Series 0.6316 0.0556 0.1021 216
BMW 6-Series 0.6304 0.1349 0.2222 215
BMW 7-Series 0.3059 0.3116 0.3088 215
BMW 8-Series 0.8062 0.8512 0.8281 215
BMW X1 0.7778 0.3907 0.5201 215
BMW X2 0.9487 0.3426 0.5034 216
BMW X3 0.6493 0.4028 0.4971 216
BMW X4 0.7449 0.3380 0.4650 216
BMW X5 1.0000 0.0279 0.0543 215
BMW X6 0.9500 0.0884 0.1617 215
BMW X7 0.6752 0.9815 0.8000 216
BMW Z4 0.4481 0.3814 0.4121 215
BMW i3 0.7081 0.6852 0.6965 216
BMW i8 0.4954 0.7488 0.5963 215
Bentley Bentayga 0.7547 0.7407 0.7477 216
Bentley Continental GT 0.8800 0.2037 0.3308 216
Bentley Flying Spur 0.4455 0.4167 0.4306 216
Bentley Mulsanne 0.3684 0.6837 0.4788 215
Buick Cascada 0.7105 0.8791 0.7859 215
Buick Enclave 0.3670 0.7407 0.4908 216
Buick Encore 0.3309 0.8241 0.4721 216
Buick Envision 0.5101 0.8194 0.6288 216
Buick Lacrosse 0.3110 0.3023 0.3066 215
Buick Regal 0.9000 0.0833 0.1525 216
Cadillac ATS 0.9048 0.1767 0.2957 215
Cadillac CT4 0.7544 1.0000 0.8600 215
Cadillac CT5 0.5510 1.0000 0.7105 216
Cadillac CT6 0.7423 0.3349 0.4615 215
Cadillac CTS 0.4078 0.3380 0.3696 216
Cadillac Escalade 0.6011 0.5093 0.5514 216
Cadillac XT4 0.6540 0.9581 0.7774 215
Cadillac XT5 0.3893 0.8796 0.5398 216
Cadillac XT6 0.5482 1.0000 0.7082 216
Cadillac XTS 0.3114 0.7256 0.4358 215
Chevrolet Blazer 0.8902 0.7130 0.7918 216
Chevrolet Bolt EV 0.8080 0.8380 0.8227 216
Chevrolet Camaro 0.5049 0.2419 0.3270 215
Chevrolet Colorado 1.0000 0.0741 0.1379 216
Chevrolet Corvette 0.6444 0.4028 0.4957 216
Chevrolet Cruze 0.2619 0.0509 0.0853 216
Chevrolet Equinox 0.9583 0.1065 0.1917 216
Chevrolet Impala 0.2238 0.7917 0.3490 216
Chevrolet Malibu 0.0000 0.0000 0.0000 215
Chevrolet Silverado 1500 0.3584 0.2884 0.3196 215
Chevrolet Silverado 2500HD 0.3946 0.3380 0.3641 216
Chevrolet Sonic 0.5912 0.4954 0.5390 216
Chevrolet Spark 0.2678 0.9583 0.4186 216
Chevrolet Suburban 0.4346 0.4769 0.4547 216
Chevrolet Tahoe 0.3283 0.5000 0.3963 216
Chevrolet TrailBlazer 0.4789 0.8935 0.6236 216
Chevrolet Traverse 0.4459 0.6512 0.5293 215
Chevrolet Trax 0.7490 0.8981 0.8168 216
Chevrolet Volt 0.9067 0.3163 0.4690 215
Chrysler 300 0.6750 0.3767 0.4836 215
Chrysler Pacifica 0.9138 0.4930 0.6405 215
Dodge Challenger 0.7439 0.2824 0.4094 216
Dodge Charger 1.0000 0.0279 0.0543 215
Dodge Durango 0.5189 0.4444 0.4788 216
Dodge Grand Caravan 0.5237 0.8704 0.6539 216
Dodge Journey 0.5804 0.6884 0.6298 215
FIAT 124 Spider 0.4042 0.8889 0.5557 216
FIAT 500 0.6875 0.1019 0.1774 216
FIAT 500L 0.6019 0.8750 0.7132 216
FIAT 500X 0.6655 0.8512 0.7469 215
FIAT 500e 0.4291 0.9815 0.5972 216
Ferrari 488 GTB 0.3996 0.8472 0.5430 216
Ferrari GTC4Lusso 1.0000 1.0000 1.0000 215
Ferrari Portofino 1.0000 1.0000 1.0000 216
Ford Ecosport 0.5683 0.9674 0.7160 215
Ford Edge 0.0000 0.0000 0.0000 216
Ford Escape 1.0000 0.0512 0.0973 215
Ford Expedition 0.3868 0.5139 0.4414 216
Ford Explorer 0.6964 0.1806 0.2868 216
Ford F-150 0.3182 0.0651 0.1081 215
Ford Fiesta 0.3679 0.1806 0.2422 216
Ford Flex 0.6452 0.7442 0.6911 215
Ford Fusion 0.3694 0.1898 0.2508 216
Ford Mustang 0.7273 0.0741 0.1345 216
Ford Ranger 0.5523 0.7083 0.6207 216
Ford Super Duty F-250 0.8276 0.1116 0.1967 215
Ford Taurus 0.7063 0.4698 0.5642 215
Ford Transit Connect Wagon 0.7950 0.8796 0.8352 216
GMC Acadia 0.4085 0.7130 0.5194 216
GMC Canyon 0.3003 0.4907 0.3726 216
GMC Sierra 1500 0.2798 0.3163 0.2969 215
GMC Sierra 2500HD 0.1919 0.6620 0.2976 216
GMC Terrain 0.7000 0.0977 0.1714 215
GMC Yukon 0.4090 0.6759 0.5096 216
Genesis G70 0.8114 0.8565 0.8333 216
Genesis G80 0.4031 0.7222 0.5174 216
Genesis G90 0.4403 0.4977 0.4672 215
Honda Accord 0.1371 0.0787 0.1000 216
Honda CR-V 0.3839 0.3981 0.3909 216
Honda Civic 0.6471 0.0509 0.0944 216
Honda Clarity 0.9091 0.5556 0.6897 216
Honda Fit 0.3910 0.2837 0.3288 215
Honda HR-V 0.8758 0.6204 0.7263 216
Honda Insight 0.8657 0.2685 0.4099 216
Honda Odyssey 0.3605 0.5741 0.4429 216
Honda Passport 0.4059 0.8981 0.5591 216
Honda Pilot 1.0000 0.0602 0.1135 216
Honda Ridgeline 0.4798 0.4419 0.4600 215
Hyundai Accent 0.2243 0.6605 0.3349 215
Hyundai Elantra 0.2500 0.0093 0.0179 216
Hyundai Ioniq 0.6341 0.4815 0.5474 216
Hyundai Kona 0.6478 0.9028 0.7544 216
Hyundai Kona Electric 0.7119 1.0000 0.8317 215
Hyundai NEXO 0.9817 1.0000 0.9908 215
Hyundai Palisade 0.8133 0.9074 0.8578 216
Hyundai Santa Fe 0.5741 0.1442 0.2305 215
Hyundai Sonata 0.5833 0.1620 0.2536 216
Hyundai Tucson 0.8929 0.1157 0.2049 216
Hyundai Veloster 0.5878 0.6667 0.6247 216
Hyundai Venue 0.7941 1.0000 0.8852 216
INFINITI Q50 0.6604 0.1628 0.2612 215
INFINITI Q60 0.4167 0.6713 0.5142 216
INFINITI Q70 0.1591 0.8744 0.2691 215
INFINITI QX30 0.6476 0.9954 0.7847 216
INFINITI QX50 0.9362 0.4093 0.5696 215
INFINITI QX60 0.7647 0.2407 0.3662 216
INFINITI QX80 0.7935 0.6759 0.7300 216
Jaguar E-Pace 0.8361 0.7116 0.7688 215
Jaguar F-Pace 0.9254 0.2870 0.4382 216
Jaguar F-Type 0.9200 0.1065 0.1909 216
Jaguar I-Pace 0.9123 0.2407 0.3810 216
Jaguar XE 0.8478 0.3611 0.5065 216
Jaguar XF 0.5000 0.0279 0.0529 215
Jaguar XJ 0.6875 0.1535 0.2510 215
Jeep Cherokee 0.4057 0.6605 0.5027 215
Jeep Compass 0.6369 0.4651 0.5376 215
Jeep Gladiator 0.7143 1.0000 0.8333 215
Jeep Grand Cherokee 0.7742 0.2222 0.3453 216
Jeep Renegade 0.7183 0.9488 0.8176 215
Jeep Wrangler 0.6844 0.8935 0.7751 216
Kia Cadenza 0.3141 0.6837 0.4305 215
Kia Forte 0.1520 0.3426 0.2105 216
Kia K900 0.6434 0.8102 0.7172 216
Kia Niro 0.5529 0.2176 0.3123 216
Kia Optima 0.5354 0.2454 0.3365 216
Kia Rio 0.2902 0.4676 0.3582 216
Kia Sedona 0.5248 0.5880 0.5546 216
Kia Sorento 1.0000 0.0744 0.1385 215
Kia Soul 0.7222 0.1209 0.2072 215
Kia Soul EV 0.5920 0.9537 0.7305 216
Kia Sportage 0.3618 0.6481 0.4643 216
Kia Stinger 0.9726 0.6605 0.7867 215
Kia Telluride 0.5171 0.7721 0.6194 215
Lamborghini Aventador 0.6458 0.9581 0.7715 215
Lamborghini Huracan 0.4351 0.7917 0.5616 216
Lamborghini Urus 0.3810 1.0000 0.5517 216
Land Rover Defender 0.3816 1.0000 0.5524 216
Land Rover Discovery 1.0000 0.1667 0.2857 216
Land Rover Discovery Sport 0.6388 0.6744 0.6561 215
Land Rover Range Rover 0.4151 0.2047 0.2741 215
Land Rover Range Rover Evoque 1.0000 0.0926 0.1695 216
Land Rover Range Rover Sport 0.3810 0.0370 0.0675 216
Land Rover Range Rover Velar 0.9469 0.4977 0.6524 215
Lexus ES 0.3429 0.1111 0.1678 216
Lexus GS 0.5476 0.3209 0.4047 215
Lexus GX 0.6830 0.8380 0.7526 216
Lexus IS 0.5253 0.3843 0.4439 216
Lexus LC 0.6217 0.6651 0.6427 215
Lexus LS 0.3787 0.5278 0.4410 216
Lexus LX 0.5000 0.0930 0.1569 215
Lexus NX 0.5233 0.8372 0.6440 215
Lexus RC 0.7292 0.1620 0.2652 216
Lexus RX 0.6234 0.4465 0.5203 215
Lexus UX 1.0000 0.6019 0.7514 216
Lincoln Aviator 0.7284 0.5463 0.6243 216
Lincoln Continental 0.7365 0.5070 0.6006 215
Lincoln Corsair 0.6335 0.9444 0.7584 216
Lincoln MKC 0.3358 0.8419 0.4801 215
Lincoln MKT 0.8027 0.5463 0.6501 216
Lincoln MKZ 0.7097 0.4093 0.5192 215
Lincoln Nautilus 0.5886 0.8186 0.6848 215
Lincoln Navigator 0.4976 0.4837 0.4906 215
MINI Clubman 0.7107 0.7963 0.7511 216
MINI Cooper 0.5993 0.7407 0.6625 216
MINI Cooper Countryman 0.8081 0.6465 0.7183 215
Maserati Ghibli 0.4116 0.8843 0.5618 216
Maserati GranTurismo 0.5747 0.2315 0.3300 216
Maserati Levante 0.9767 0.7778 0.8660 216
Maserati Quattroporte 0.4790 0.7407 0.5818 216
Mazda CX-3 0.4613 0.8565 0.5997 216
Mazda CX-30 0.7260 0.9815 0.8346 216
Mazda CX-5 0.5000 0.0093 0.0182 216
Mazda CX-9 0.5960 0.5463 0.5700 216
Mazda MAZDA3 0.3846 0.0465 0.0830 215
Mazda MAZDA6 0.3216 0.5509 0.4061 216
Mazda MX-5 Miata 0.6250 0.1395 0.2281 215
Mazda Mazda3 Hatchback 0.9818 1.0000 0.9908 216
McLaren 570GT 0.9729 1.0000 0.9862 215
McLaren 570S 0.7224 1.0000 0.8388 216
McLaren 720S 0.4976 0.9537 0.6540 216
Mercedes-Benz A Class 0.7071 0.9722 0.8187 216
Mercedes-Benz AMG GT 0.6316 0.3349 0.4377 215
Mercedes-Benz C Class 0.0000 0.0000 0.0000 216
Mercedes-Benz CLA Class 0.9444 0.0787 0.1453 216
Mercedes-Benz CLS Class 0.6087 0.0651 0.1176 215
Mercedes-Benz E Class 0.4706 0.1481 0.2254 216
Mercedes-Benz EQC 0.7013 1.0000 0.8244 216
Mercedes-Benz G Class 0.6494 0.5231 0.5795 216
Mercedes-Benz GLA Class 0.5882 0.6944 0.6369 216
Mercedes-Benz GLB Class 0.3500 0.9722 0.5147 216
Mercedes-Benz GLC Class 0.8462 0.0512 0.0965 215
Mercedes-Benz GLE Class 0.5469 0.3241 0.4070 216
Mercedes-Benz GLS Class 0.5311 0.6744 0.5943 215
Mercedes-Benz Metris 0.7645 0.9167 0.8337 216
Mercedes-Benz S Class 0.3023 0.0602 0.1004 216
Mercedes-Benz SL Class 0.4491 0.5926 0.5110 216
Mercedes-Benz SLC Class 0.7472 0.6186 0.6768 215
Mitsubishi Eclipse Cross 0.5718 1.0000 0.7276 215
Mitsubishi Mirage 0.3723 0.5602 0.4473 216
Mitsubishi Outlander 0.6383 0.2791 0.3883 215
Mitsubishi Outlander Sport 0.4199 0.5463 0.4748 216
Nissan 370Z 0.7537 0.4676 0.5771 216
Nissan Altima 0.3648 0.4120 0.3870 216
Nissan Armada 0.6584 0.6186 0.6379 215
Nissan Frontier 0.4862 0.5721 0.5256 215
Nissan GT-R 0.6909 0.1767 0.2815 215
Nissan Kicks 0.5658 0.9395 0.7063 215
Nissan Leaf 0.6970 0.2140 0.3274 215
Nissan Maxima 0.4830 0.6574 0.5569 216
Nissan Murano 0.9059 0.3581 0.5133 215
Nissan NV200 0.7100 0.9861 0.8256 216
Nissan Pathfinder 0.6714 0.2176 0.3287 216
Nissan Rogue 0.6950 0.4537 0.5490 216
Nissan Rogue Sport 0.8496 0.4465 0.5854 215
Nissan Sentra 0.4091 0.0419 0.0759 215
Nissan Titan 0.3600 0.0417 0.0747 216
Nissan Versa 0.2481 0.2977 0.2706 215
Porsche 718 0.2487 0.8651 0.3863 215
Porsche 718 Spyder 0.9818 1.0000 0.9908 216
Porsche 911 0.6667 0.1767 0.2794 215
Porsche Cayenne 0.7900 0.3657 0.5000 216
Porsche Macan 0.9767 0.3907 0.5581 215
Porsche Panamera 0.6341 0.1204 0.2023 216
Porsche Taycan 0.4470 0.8981 0.5969 216
Ram 1500 0.2591 0.5628 0.3548 215
Ram 2500 0.4246 0.4977 0.4582 215
Rolls-Royce Cullinan 0.7397 1.0000 0.8504 216
Rolls-Royce Dawn 0.5770 0.9537 0.7190 216
Rolls-Royce Ghost 0.3733 0.7778 0.5045 216
Rolls-Royce Phantom 0.4730 0.9722 0.6364 216
Rolls-Royce Wraith 0.9387 0.9213 0.9299 216
Subaru Ascent 0.5724 0.7500 0.6493 216
Subaru BRZ 0.6957 0.4444 0.5424 216
Subaru Crosstrek 0.7895 0.3472 0.4823 216
Subaru Forester 0.5379 0.3628 0.4333 215
Subaru Impreza 0.8000 0.0370 0.0708 216
Subaru Legacy 0.4375 0.0324 0.0603 216
Subaru Outback 0.5125 0.6620 0.5778 216
Subaru STI S209 1.0000 1.0000 1.0000 215
Subaru WRX 0.4496 0.5395 0.4905 215
Tesla Model 3 0.7538 0.9256 0.8309 215
Tesla Model S 0.7805 0.1481 0.2490 216
Tesla Model X 0.8000 0.9488 0.8681 215
Tesla Model Y 0.9474 1.0000 0.9730 216
Toyota 4Runner 0.4172 0.6296 0.5018 216
Toyota 86 0.6854 0.9583 0.7992 216
Toyota Avalon 0.6121 0.4698 0.5316 215
Toyota C-HR 0.7872 0.8565 0.8204 216
Toyota Camry 0.2286 0.4213 0.2964 216
Toyota Corolla 0.5800 0.1343 0.2180 216
Toyota Highlander 0.5753 0.1944 0.2907 216
Toyota Land Cruiser 0.4107 0.6093 0.4906 215
Toyota Mirai 0.6030 0.9256 0.7303 215
Toyota Prius 0.6118 0.2419 0.3467 215
Toyota Prius C 0.2671 0.8000 0.4005 215
Toyota RAV4 0.6400 0.0741 0.1328 216
Toyota Sequoia 0.5498 0.6419 0.5923 215
Toyota Sienna 0.5458 0.7488 0.6314 215
Toyota Supra 0.3483 0.8611 0.4960 216
Toyota Tacoma 0.5513 0.2000 0.2935 215
Toyota Tundra 0.4222 0.0880 0.1456 216
Toyota Yaris 0.2051 0.1111 0.1441 216
Toyota Yaris Hatchback 0.9908 1.0000 0.9954 216
Volkswagen Arteon 0.5414 1.0000 0.7024 216
Volkswagen Atlas 0.8125 0.4815 0.6047 216
Volkswagen Beetle 0.6930 0.6898 0.6914 216
Volkswagen Golf 0.4576 0.1256 0.1971 215
Volkswagen Jetta 0.3333 0.1713 0.2263 216
Volkswagen Passat 1.0000 0.0186 0.0365 215
Volkswagen Tiguan 1.0000 0.2454 0.3941 216
Volkswagen e-Golf 0.4484 0.9302 0.6051 215
Volvo S60 0.4000 0.0093 0.0181 216
Volvo S90 0.8557 0.3843 0.5304 216
Volvo V60 0.9559 0.3009 0.4577 216
Volvo V90 0.5483 0.8977 0.6808 215
Volvo XC40 0.7970 0.7454 0.7703 216
Volvo XC60 0.4800 0.2222 0.3038 216
Volvo XC90 0.8182 0.3767 0.5159 215
smart fortwo 0.6000 0.2083 0.3093 216
accuracy 0.5239 69639
macro avg 0.6050 0.5239 0.4875 69639
weighted avg 0.6050 0.5239 0.4875 69639