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: 0.5872
F1 Score: 0.5563
Classification report:
precision recall f1-score support
Acura ILX 0.3049 0.8287 0.4458 216
Acura MDX 0.7436 0.4028 0.5225 216
Acura NSX 0.7232 0.3750 0.4939 216
Acura RDX 0.9302 0.1852 0.3089 216
Acura RLX 0.6733 0.4698 0.5534 215
Acura TLX 0.7485 0.5648 0.6438 216
Alfa Romeo 4C 0.6548 0.8558 0.7419 215
Alfa Romeo 4C Spider 0.9038 1.0000 0.9495 216
Alfa Romeo Giulia 0.6261 0.6698 0.6472 215
Alfa Romeo Stelvio 0.5691 0.9581 0.7140 215
Aston Martin DB11 0.6481 0.8651 0.7410 215
Aston Martin DBS 0.4412 0.9213 0.5967 216
Aston Martin Vanquish 0.8488 0.6791 0.7545 215
Aston Martin Vantage 0.4766 0.4722 0.4744 216
Audi A3 0.6098 0.2326 0.3367 215
Audi A4 0.4574 0.6000 0.5191 215
Audi A5 0.3699 0.4233 0.3948 215
Audi A6 0.2415 0.4279 0.3087 215
Audi A7 0.6290 0.1806 0.2806 216
Audi A8 0.2419 0.7917 0.3705 216
Audi Q3 0.8265 0.8380 0.8322 216
Audi Q5 0.7935 0.5721 0.6649 215
Audi Q7 0.5061 0.7639 0.6089 216
Audi Q8 0.8742 0.6435 0.7413 216
Audi R8 0.7248 0.3657 0.4862 216
Audi TT 0.3688 0.7256 0.4890 215
Audi e-tron 0.9831 0.8140 0.8906 215
BMW 2-Series 0.5079 0.2977 0.3754 215
BMW 3-Series 0.5583 0.3102 0.3988 216
BMW 4-Series 0.5435 0.3472 0.4237 216
BMW 5-Series 0.6400 0.0741 0.1328 216
BMW 6-Series 0.5857 0.1898 0.2867 216
BMW 7-Series 0.4865 0.4167 0.4489 216
BMW 8-Series 0.8722 0.9209 0.8959 215
BMW X1 0.8762 0.4279 0.5750 215
BMW X2 0.9159 0.4537 0.6068 216
BMW X3 0.6074 0.4583 0.5224 216
BMW X4 0.7669 0.4744 0.5862 215
BMW X5 1.0000 0.0558 0.1057 215
BMW X6 1.0000 0.1767 0.3004 215
BMW X7 0.7158 0.9676 0.8228 216
BMW Z4 0.5506 0.4537 0.4975 216
BMW i3 0.7198 0.7731 0.7455 216
BMW i8 0.5935 0.8558 0.7010 215
Bentley Bentayga 0.7871 0.7361 0.7608 216
Bentley Continental GT 0.9677 0.2791 0.4332 215
Bentley Flying Spur 0.5429 0.5302 0.5365 215
Bentley Mulsanne 0.3973 0.6806 0.5017 216
Buick Cascada 0.7860 0.9352 0.8541 216
Buick Enclave 0.3787 0.7731 0.5084 216
Buick Encore 0.3673 0.8843 0.5190 216
Buick Envision 0.5925 0.9491 0.7295 216
Buick Lacrosse 0.4848 0.2963 0.3678 216
Buick Regal 0.9310 0.1250 0.2204 216
Cadillac ATS 0.8667 0.3009 0.4467 216
Cadillac CT4 0.8471 1.0000 0.9172 216
Cadillac CT5 0.7143 1.0000 0.8333 215
Cadillac CT6 0.7739 0.4140 0.5394 215
Cadillac CTS 0.4649 0.4000 0.4300 215
Cadillac Escalade 0.6526 0.5767 0.6123 215
Cadillac XT4 0.6852 0.9676 0.8023 216
Cadillac XT5 0.3828 0.9116 0.5392 215
Cadillac XT6 0.6708 1.0000 0.8030 216
Cadillac XTS 0.3260 0.8889 0.4770 216
Chevrolet Blazer 0.8622 0.7860 0.8224 215
Chevrolet Bolt EV 0.8879 0.8796 0.8837 216
Chevrolet Camaro 0.5648 0.2824 0.3765 216
Chevrolet Colorado 0.8824 0.1395 0.2410 215
Chevrolet Corvette 0.6187 0.3981 0.4845 216
Chevrolet Cruze 0.3143 0.0509 0.0876 216
Chevrolet Equinox 0.9688 0.1435 0.2500 216
Chevrolet Impala 0.2915 0.8611 0.4356 216
Chevrolet Malibu 0.5714 0.0370 0.0696 216
Chevrolet Silverado 1500 0.3099 0.3472 0.3275 216
Chevrolet Silverado 2500HD 0.3956 0.5000 0.4417 216
Chevrolet Sonic 0.6718 0.6093 0.6390 215
Chevrolet Spark 0.3563 0.9628 0.5201 215
Chevrolet Suburban 0.5249 0.6343 0.5744 216
Chevrolet Tahoe 0.4922 0.5907 0.5370 215
Chevrolet TrailBlazer 0.5672 0.8796 0.6897 216
Chevrolet Traverse 0.4684 0.6558 0.5465 215
Chevrolet Trax 0.8075 0.8935 0.8484 216
Chevrolet Volt 0.8571 0.3333 0.4800 216
Chrysler 300 0.7213 0.4074 0.5207 216
Chrysler Pacifica 0.8696 0.5581 0.6799 215
Dodge Challenger 0.7414 0.3981 0.5181 216
Dodge Charger 0.9091 0.0463 0.0881 216
Dodge Durango 0.6139 0.5767 0.5947 215
Dodge Grand Caravan 0.6667 0.9259 0.7752 216
Dodge Journey 0.5887 0.7222 0.6486 216
FIAT 124 Spider 0.4342 0.9769 0.6011 216
FIAT 500 0.7111 0.1481 0.2452 216
FIAT 500L 0.6551 0.9583 0.7782 216
FIAT 500X 0.7854 0.9535 0.8613 215
FIAT 500e 0.4744 0.9861 0.6406 216
Ferrari 488 GTB 0.5142 0.8419 0.6384 215
Ferrari GTC4Lusso 1.0000 1.0000 1.0000 216
Ferrari Portofino 0.9954 1.0000 0.9977 215
Ford Ecosport 0.6067 1.0000 0.7552 216
Ford Edge 1.0000 0.0370 0.0714 216
Ford Escape 0.9643 0.1256 0.2222 215
Ford Expedition 0.4913 0.5256 0.5079 215
Ford Explorer 0.8226 0.2361 0.3669 216
Ford F-150 0.4595 0.0791 0.1349 215
Ford Fiesta 0.5045 0.2593 0.3425 216
Ford Flex 0.6406 0.8333 0.7243 216
Ford Fusion 0.5039 0.3009 0.3768 216
Ford Mustang 0.6667 0.1204 0.2039 216
Ford Ranger 0.6142 0.7256 0.6652 215
Ford Super Duty F-250 0.8082 0.2731 0.4083 216
Ford Taurus 0.6720 0.5787 0.6219 216
Ford Transit Connect Wagon 0.8178 0.8977 0.8559 215
GMC Acadia 0.4655 0.7535 0.5755 215
GMC Canyon 0.3593 0.5556 0.4364 216
GMC Sierra 1500 0.3280 0.3796 0.3519 216
GMC Sierra 2500HD 0.2686 0.6019 0.3714 216
GMC Terrain 0.7692 0.1852 0.2985 216
GMC Yukon 0.5632 0.7222 0.6329 216
Genesis G70 0.8861 0.8287 0.8565 216
Genesis G80 0.4856 0.8565 0.6198 216
Genesis G90 0.4824 0.5694 0.5223 216
Honda Accord 0.2661 0.1349 0.1790 215
Honda CR-V 0.3883 0.4907 0.4335 216
Honda Civic 0.6296 0.0791 0.1405 215
Honda Clarity 0.9205 0.6435 0.7575 216
Honda Fit 0.4680 0.4419 0.4545 215
Honda HR-V 0.8152 0.6977 0.7519 215
Honda Insight 0.8519 0.3194 0.4646 216
Honda Odyssey 0.4890 0.7222 0.5832 216
Honda Passport 0.4964 0.9583 0.6540 216
Honda Pilot 0.7333 0.1019 0.1789 216
Honda Ridgeline 0.5880 0.6372 0.6116 215
Hyundai Accent 0.2785 0.6372 0.3876 215
Hyundai Elantra 0.3235 0.0509 0.0880 216
Hyundai Ioniq 0.7143 0.6944 0.7042 216
Hyundai Kona 0.7551 0.8565 0.8026 216
Hyundai Kona Electric 0.7273 1.0000 0.8421 216
Hyundai NEXO 0.9817 1.0000 0.9908 215
Hyundai Palisade 0.9099 0.9860 0.9464 215
Hyundai Santa Fe 0.7544 0.1991 0.3150 216
Hyundai Sonata 0.5109 0.2176 0.3052 216
Hyundai Tucson 0.9744 0.1759 0.2980 216
Hyundai Veloster 0.6382 0.7269 0.6797 216
Hyundai Venue 0.8963 1.0000 0.9453 216
INFINITI Q50 0.8784 0.3023 0.4498 215
INFINITI Q60 0.5073 0.8056 0.6225 216
INFINITI Q70 0.2395 0.9259 0.3806 216
INFINITI QX30 0.7633 1.0000 0.8657 216
INFINITI QX50 0.9570 0.4140 0.5779 215
INFINITI QX60 0.9388 0.4259 0.5860 216
INFINITI QX80 0.7718 0.7395 0.7553 215
Jaguar E-Pace 0.8700 0.8056 0.8365 216
Jaguar F-Pace 0.9740 0.3488 0.5137 215
Jaguar F-Type 0.7568 0.1296 0.2213 216
Jaguar I-Pace 0.8760 0.4907 0.6291 216
Jaguar XE 0.7822 0.3674 0.5000 215
Jaguar XF 0.5714 0.0185 0.0359 216
Jaguar XJ 0.6324 0.2000 0.3039 215
Jeep Cherokee 0.5033 0.7163 0.5912 215
Jeep Compass 0.7186 0.5556 0.6266 216
Jeep Gladiator 0.8151 1.0000 0.8981 216
Jeep Grand Cherokee 0.9294 0.3657 0.5249 216
Jeep Renegade 0.7649 0.9535 0.8489 215
Jeep Wrangler 0.7835 0.9256 0.8486 215
Kia Cadenza 0.4211 0.7407 0.5369 216
Kia Forte 0.1917 0.4074 0.2607 216
Kia K900 0.6779 0.9352 0.7860 216
Kia Niro 0.8862 0.5046 0.6431 216
Kia Optima 0.5865 0.3611 0.4470 216
Kia Rio 0.3657 0.5231 0.4305 216
Kia Sedona 0.6816 0.7767 0.7261 215
Kia Sorento 1.0000 0.0833 0.1538 216
Kia Soul 0.8333 0.2093 0.3346 215
Kia Soul EV 0.6699 0.9676 0.7917 216
Kia Sportage 0.3983 0.6651 0.4983 215
Kia Stinger 0.9641 0.8704 0.9148 216
Kia Telluride 0.5706 0.9581 0.7153 215
Lamborghini Aventador 0.7895 0.9722 0.8714 216
Lamborghini Huracan 0.5350 0.7814 0.6352 215
Lamborghini Urus 0.3956 1.0000 0.5669 216
Land Rover Defender 0.5094 1.0000 0.6750 216
Land Rover Discovery 1.0000 0.2731 0.4291 216
Land Rover Discovery Sport 0.6360 0.8009 0.7090 216
Land Rover Range Rover 0.4438 0.3674 0.4020 215
Land Rover Range Rover Evoque 0.9355 0.2685 0.4173 216
Land Rover Range Rover Sport 0.6667 0.1023 0.1774 215
Land Rover Range Rover Velar 0.9915 0.5395 0.6988 215
Lexus ES 0.4074 0.2037 0.2716 216
Lexus GS 0.6154 0.3333 0.4324 216
Lexus GX 0.7625 0.9213 0.8344 216
Lexus IS 0.5444 0.4558 0.4962 215
Lexus LC 0.7280 0.8426 0.7811 216
Lexus LS 0.4884 0.6806 0.5687 216
Lexus LX 0.6410 0.2315 0.3401 216
Lexus NX 0.5359 0.8326 0.6521 215
Lexus RC 0.7882 0.3116 0.4467 215
Lexus RX 0.6500 0.4815 0.5532 216
Lexus UX 0.9441 0.7070 0.8085 215
Lincoln Aviator 0.6721 0.5694 0.6165 216
Lincoln Continental 0.7569 0.5070 0.6072 215
Lincoln Corsair 0.7820 0.9674 0.8649 215
Lincoln MKC 0.3453 0.8512 0.4913 215
Lincoln MKT 0.7630 0.7454 0.7541 216
Lincoln MKZ 0.7345 0.6019 0.6616 216
Lincoln Nautilus 0.7188 0.8558 0.7813 215
Lincoln Navigator 0.5281 0.5648 0.5459 216
MINI Clubman 0.6975 0.7685 0.7313 216
MINI Cooper 0.5509 0.7302 0.6280 215
MINI Cooper Countryman 0.7688 0.6620 0.7114 216
Maserati Ghibli 0.4808 0.9302 0.6339 215
Maserati GranTurismo 0.7412 0.2930 0.4200 215
Maserati Levante 0.9897 0.8935 0.9392 216
Maserati Quattroporte 0.4846 0.8009 0.6038 216
Mazda CX-3 0.5344 0.9352 0.6801 216
Mazda CX-30 0.9000 1.0000 0.9474 216
Mazda CX-5 0.7727 0.0791 0.1435 215
Mazda CX-9 0.5403 0.6204 0.5776 216
Mazda MAZDA3 0.6098 0.1163 0.1953 215
Mazda MAZDA6 0.3868 0.5721 0.4615 215
Mazda MX-5 Miata 0.6250 0.2093 0.3136 215
Mazda Mazda3 Hatchback 0.9908 1.0000 0.9954 215
McLaren 570GT 0.9863 1.0000 0.9931 216
McLaren 570S 0.9267 1.0000 0.9620 215
McLaren 720S 0.6103 0.9861 0.7540 216
Mercedes-Benz A Class 0.6804 1.0000 0.8098 215
Mercedes-Benz AMG GT 0.5300 0.4907 0.5096 216
Mercedes-Benz C Class 1.0000 0.0046 0.0092 216
Mercedes-Benz CLA Class 0.9722 0.1628 0.2789 215
Mercedes-Benz CLS Class 0.6129 0.0880 0.1538 216
Mercedes-Benz E Class 0.4330 0.1944 0.2684 216
Mercedes-Benz EQC 0.7239 1.0000 0.8398 215
Mercedes-Benz G Class 0.7500 0.6944 0.7212 216
Mercedes-Benz GLA Class 0.5418 0.6930 0.6082 215
Mercedes-Benz GLB Class 0.4190 0.9628 0.5839 215
Mercedes-Benz GLC Class 0.7436 0.1349 0.2283 215
Mercedes-Benz GLE Class 0.5163 0.3674 0.4293 215
Mercedes-Benz GLS Class 0.5706 0.8837 0.6934 215
Mercedes-Benz Metris 0.7833 0.9537 0.8601 216
Mercedes-Benz S Class 0.5366 0.1023 0.1719 215
Mercedes-Benz SL Class 0.4314 0.7023 0.5345 215
Mercedes-Benz SLC Class 0.7547 0.7407 0.7477 216
Mitsubishi Eclipse Cross 0.6595 1.0000 0.7948 215
Mitsubishi Mirage 0.4704 0.6991 0.5624 216
Mitsubishi Outlander 0.7850 0.3889 0.5201 216
Mitsubishi Outlander Sport 0.4723 0.5926 0.5257 216
Nissan 370Z 0.7973 0.5488 0.6501 215
Nissan Altima 0.3345 0.4259 0.3747 216
Nissan Armada 0.6912 0.6944 0.6928 216
Nissan Frontier 0.5000 0.6698 0.5726 215
Nissan GT-R 0.6038 0.2963 0.3975 216
Nissan Kicks 0.6467 1.0000 0.7855 216
Nissan Leaf 0.6506 0.2500 0.3612 216
Nissan Maxima 0.5191 0.8194 0.6355 216
Nissan Murano 0.9714 0.4744 0.6375 215
Nissan NV200 0.8618 0.9860 0.9197 215
Nissan Pathfinder 0.7895 0.2791 0.4124 215
Nissan Rogue 0.6941 0.5463 0.6114 216
Nissan Rogue Sport 0.8396 0.7302 0.7811 215
Nissan Sentra 0.7188 0.1065 0.1855 216
Nissan Titan 0.5532 0.1209 0.1985 215
Nissan Versa 0.3047 0.3287 0.3163 216
Porsche 718 0.3118 0.8935 0.4623 216
Porsche 718 Spyder 0.9863 1.0000 0.9931 216
Porsche 911 0.7183 0.2361 0.3554 216
Porsche Cayenne 0.7170 0.3535 0.4735 215
Porsche Macan 0.9727 0.4954 0.6564 216
Porsche Panamera 0.5273 0.1343 0.2140 216
Porsche Taycan 0.4928 0.9581 0.6509 215
Ram 1500 0.3736 0.6326 0.4698 215
Ram 2500 0.4878 0.6481 0.5567 216
Rolls-Royce Cullinan 0.8269 1.0000 0.9053 215
Rolls-Royce Dawn 0.7105 1.0000 0.8308 216
Rolls-Royce Ghost 0.4000 0.7870 0.5304 216
Rolls-Royce Phantom 0.4729 0.9676 0.6353 216
Rolls-Royce Wraith 0.9765 0.9630 0.9697 216
Subaru Ascent 0.5563 0.7814 0.6499 215
Subaru BRZ 0.6839 0.5509 0.6103 216
Subaru Crosstrek 0.9358 0.4744 0.6296 215
Subaru Forester 0.6329 0.4651 0.5362 215
Subaru Impreza 0.5000 0.0140 0.0271 215
Subaru Legacy 0.3056 0.0509 0.0873 216
Subaru Outback 0.4394 0.7256 0.5474 215
Subaru STI S209 1.0000 1.0000 1.0000 216
Subaru WRX 0.4797 0.6019 0.5339 216
Tesla Model 3 0.7128 0.9814 0.8258 215
Tesla Model S 0.8871 0.2558 0.3971 215
Tesla Model X 0.7811 0.9628 0.8625 215
Tesla Model Y 0.9513 1.0000 0.9751 215
Toyota 4Runner 0.5298 0.7824 0.6318 216
Toyota 86 0.7660 1.0000 0.8675 216
Toyota Avalon 0.6166 0.5535 0.5833 215
Toyota C-HR 0.8101 0.8930 0.8496 215
Toyota Camry 0.2407 0.4491 0.3134 216
Toyota Corolla 0.4762 0.2778 0.3509 216
Toyota Highlander 0.6667 0.1944 0.3011 216
Toyota Land Cruiser 0.5409 0.7070 0.6129 215
Toyota Mirai 0.5949 0.9722 0.7381 216
Toyota Prius 0.5346 0.3953 0.4545 215
Toyota Prius C 0.3025 0.8512 0.4463 215
Toyota RAV4 0.6765 0.1065 0.1840 216
Toyota Sequoia 0.6528 0.6528 0.6528 216
Toyota Sienna 0.5889 0.7824 0.6720 216
Toyota Supra 0.4144 0.9306 0.5735 216
Toyota Tacoma 0.5490 0.2605 0.3533 215
Toyota Tundra 0.5106 0.1111 0.1825 216
Toyota Yaris 0.3692 0.1111 0.1708 216
Toyota Yaris Hatchback 0.9954 1.0000 0.9977 215
Volkswagen Arteon 0.6119 1.0000 0.7592 216
Volkswagen Atlas 0.7969 0.7083 0.7500 216
Volkswagen Beetle 0.7317 0.6944 0.7126 216
Volkswagen Golf 0.4632 0.2037 0.2830 216
Volkswagen Jetta 0.4094 0.2824 0.3342 216
Volkswagen Passat 1.0000 0.0419 0.0804 215
Volkswagen Tiguan 0.9873 0.3628 0.5306 215
Volkswagen e-Golf 0.4772 0.9256 0.6297 215
Volvo S60 0.6667 0.0093 0.0183 216
Volvo S90 0.8667 0.4815 0.6190 216
Volvo V60 0.8936 0.3907 0.5437 215
Volvo V90 0.5288 0.9352 0.6756 216
Volvo XC40 0.8083 0.9023 0.8527 215
Volvo XC60 0.5847 0.3194 0.4132 216
Volvo XC90 0.8689 0.4907 0.6272 216
smart fortwo 0.7423 0.3333 0.4601 216
accuracy 0.5872 69639
macro avg 0.6564 0.5872 0.5563 69639
weighted avg 0.6564 0.5872 0.5562 69639