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: 0.6021
F1 Score: 0.5727
Classification report:
precision recall f1-score support
Acura ILX 0.3199 0.8465 0.4643 215
Acura MDX 0.7863 0.4259 0.5526 216
Acura NSX 0.7653 0.3472 0.4777 216
Acura RDX 0.9200 0.2140 0.3472 215
Acura RLX 0.6753 0.4815 0.5622 216
Acura TLX 0.7403 0.6233 0.6768 215
Alfa Romeo 4C 0.6966 0.8611 0.7702 216
Alfa Romeo 4C Spider 0.8963 1.0000 0.9453 216
Alfa Romeo Giulia 0.6498 0.7130 0.6799 216
Alfa Romeo Stelvio 0.5472 0.9120 0.6840 216
Aston Martin DB11 0.6334 0.9120 0.7476 216
Aston Martin DBS 0.4782 0.9120 0.6274 216
Aston Martin Vanquish 0.7886 0.6419 0.7077 215
Aston Martin Vantage 0.4598 0.4769 0.4682 216
Audi A3 0.5556 0.2546 0.3492 216
Audi A4 0.4585 0.5880 0.5152 216
Audi A5 0.3612 0.4419 0.3975 215
Audi A6 0.2449 0.4491 0.3170 216
Audi A7 0.4412 0.1389 0.2113 216
Audi A8 0.2663 0.7731 0.3962 216
Audi Q3 0.8341 0.8611 0.8474 216
Audi Q5 0.7576 0.5814 0.6579 215
Audi Q7 0.5300 0.7814 0.6316 215
Audi Q8 0.9123 0.7222 0.8062 216
Audi R8 0.6960 0.4028 0.5103 216
Audi TT 0.3944 0.7814 0.5242 215
Audi e-tron 0.9836 0.8333 0.9023 216
BMW 2-Series 0.4534 0.3380 0.3873 216
BMW 3-Series 0.5583 0.3102 0.3988 216
BMW 4-Series 0.6133 0.4279 0.5041 215
BMW 5-Series 0.7436 0.1349 0.2283 215
BMW 6-Series 0.7206 0.2279 0.3463 215
BMW 7-Series 0.4479 0.4000 0.4226 215
BMW 8-Series 0.8772 0.9302 0.9029 215
BMW X1 0.8016 0.4698 0.5924 215
BMW X2 0.9238 0.4491 0.6044 216
BMW X3 0.6364 0.4861 0.5512 216
BMW X4 0.7643 0.5556 0.6434 216
BMW X5 1.0000 0.0880 0.1617 216
BMW X6 0.9512 0.1806 0.3035 216
BMW X7 0.7089 0.9583 0.8150 216
BMW Z4 0.5575 0.4491 0.4974 216
BMW i3 0.7190 0.8093 0.7615 215
BMW i8 0.6644 0.9023 0.7653 215
Bentley Bentayga 0.7885 0.8287 0.8081 216
Bentley Continental GT 0.9155 0.3023 0.4545 215
Bentley Flying Spur 0.5231 0.5256 0.5244 215
Bentley Mulsanne 0.4516 0.7778 0.5714 216
Buick Cascada 0.7463 0.9398 0.8320 216
Buick Enclave 0.4083 0.8241 0.5460 216
Buick Encore 0.3952 0.9074 0.5506 216
Buick Envision 0.6858 0.9442 0.7945 215
Buick Lacrosse 0.4833 0.2685 0.3452 216
Buick Regal 0.9615 0.1157 0.2066 216
Cadillac ATS 0.7444 0.3102 0.4379 216
Cadillac CT4 0.8884 1.0000 0.9409 215
Cadillac CT5 0.7500 1.0000 0.8571 216
Cadillac CT6 0.8839 0.4583 0.6037 216
Cadillac CTS 0.5276 0.3981 0.4538 216
Cadillac Escalade 0.7235 0.5721 0.6390 215
Cadillac XT4 0.7158 0.9721 0.8245 215
Cadillac XT5 0.3930 0.8843 0.5442 216
Cadillac XT6 0.6891 1.0000 0.8159 215
Cadillac XTS 0.3067 0.8704 0.4536 216
Chevrolet Blazer 0.8877 0.7685 0.8238 216
Chevrolet Bolt EV 0.9159 0.9074 0.9116 216
Chevrolet Camaro 0.6299 0.3704 0.4665 216
Chevrolet Colorado 0.8250 0.1528 0.2578 216
Chevrolet Corvette 0.6763 0.4352 0.5296 216
Chevrolet Cruze 0.4474 0.0787 0.1339 216
Chevrolet Equinox 1.0000 0.1944 0.3256 216
Chevrolet Impala 0.2997 0.8241 0.4395 216
Chevrolet Malibu 0.2500 0.0186 0.0346 215
Chevrolet Silverado 1500 0.2863 0.3302 0.3067 215
Chevrolet Silverado 2500HD 0.3636 0.5209 0.4283 215
Chevrolet Sonic 0.6632 0.5953 0.6275 215
Chevrolet Spark 0.4020 0.9491 0.5647 216
Chevrolet Suburban 0.5352 0.7070 0.6092 215
Chevrolet Tahoe 0.4882 0.5767 0.5288 215
Chevrolet TrailBlazer 0.5976 0.9074 0.7206 216
Chevrolet Traverse 0.5709 0.7269 0.6395 216
Chevrolet Trax 0.8502 0.8935 0.8713 216
Chevrolet Volt 0.8454 0.3814 0.5256 215
Chrysler 300 0.6644 0.4583 0.5425 216
Chrysler Pacifica 0.8913 0.5721 0.6969 215
Dodge Challenger 0.7241 0.3889 0.5060 216
Dodge Charger 0.9167 0.0509 0.0965 216
Dodge Durango 0.6207 0.5833 0.6014 216
Dodge Grand Caravan 0.6747 0.9163 0.7771 215
Dodge Journey 0.6255 0.7767 0.6929 215
FIAT 124 Spider 0.4346 0.9581 0.5980 215
FIAT 500 0.6364 0.1620 0.2583 216
FIAT 500L 0.6832 0.9628 0.7992 215
FIAT 500X 0.8000 0.9488 0.8681 215
FIAT 500e 0.4581 0.9907 0.6265 215
Ferrari 488 GTB 0.5081 0.8750 0.6429 216
Ferrari GTC4Lusso 1.0000 1.0000 1.0000 216
Ferrari Portofino 0.9954 1.0000 0.9977 215
Ford Ecosport 0.6136 1.0000 0.7606 216
Ford Edge 0.8889 0.0372 0.0714 215
Ford Escape 0.9429 0.1535 0.2640 215
Ford Expedition 0.5258 0.5185 0.5221 216
Ford Explorer 0.8806 0.2744 0.4184 215
Ford F-150 0.5106 0.1116 0.1832 215
Ford Fiesta 0.5470 0.2977 0.3855 215
Ford Flex 0.7000 0.8102 0.7511 216
Ford Fusion 0.4589 0.3116 0.3712 215
Ford Mustang 0.7105 0.1256 0.2134 215
Ford Ranger 0.6444 0.7163 0.6784 215
Ford Super Duty F-250 0.8133 0.2824 0.4192 216
Ford Taurus 0.6554 0.5395 0.5918 215
Ford Transit Connect Wagon 0.8837 0.8837 0.8837 215
GMC Acadia 0.4683 0.7907 0.5882 215
GMC Canyon 0.3704 0.5093 0.4288 216
GMC Sierra 1500 0.3209 0.3209 0.3209 215
GMC Sierra 2500HD 0.2731 0.5628 0.3678 215
GMC Terrain 0.8136 0.2233 0.3504 215
GMC Yukon 0.5977 0.7256 0.6555 215
Genesis G70 0.9272 0.8843 0.9052 216
Genesis G80 0.4811 0.8843 0.6232 216
Genesis G90 0.5494 0.6435 0.5928 216
Honda Accord 0.3299 0.1481 0.2045 216
Honda CR-V 0.4139 0.5787 0.4826 216
Honda Civic 0.7500 0.0972 0.1721 216
Honda Clarity 0.9032 0.6512 0.7568 215
Honda Fit 0.5185 0.4558 0.4851 215
Honda HR-V 0.8852 0.7500 0.8120 216
Honda Insight 0.7867 0.2731 0.4055 216
Honda Odyssey 0.5219 0.7731 0.6231 216
Honda Passport 0.5276 0.9767 0.6852 215
Honda Pilot 0.6383 0.1389 0.2281 216
Honda Ridgeline 0.6048 0.6944 0.6466 216
Hyundai Accent 0.2849 0.6837 0.4022 215
Hyundai Elantra 0.4118 0.0648 0.1120 216
Hyundai Ioniq 0.6818 0.6944 0.6881 216
Hyundai Kona 0.7837 0.8889 0.8330 216
Hyundai Kona Electric 0.7388 1.0000 0.8498 215
Hyundai NEXO 0.9954 1.0000 0.9977 216
Hyundai Palisade 0.9115 0.9537 0.9321 216
Hyundai Santa Fe 0.6491 0.1713 0.2711 216
Hyundai Sonata 0.5570 0.2037 0.2983 216
Hyundai Tucson 1.0000 0.1528 0.2651 216
Hyundai Veloster 0.6397 0.7349 0.6840 215
Hyundai Venue 0.8710 1.0000 0.9310 216
INFINITI Q50 0.9125 0.3395 0.4949 215
INFINITI Q60 0.5392 0.8287 0.6533 216
INFINITI Q70 0.2572 0.9116 0.4012 215
INFINITI QX30 0.7963 1.0000 0.8866 215
INFINITI QX50 0.9604 0.4512 0.6139 215
INFINITI QX60 0.9298 0.4907 0.6424 216
INFINITI QX80 0.7284 0.7824 0.7545 216
Jaguar E-Pace 0.8843 0.8884 0.8863 215
Jaguar F-Pace 0.9184 0.4167 0.5732 216
Jaguar F-Type 0.7879 0.1209 0.2097 215
Jaguar I-Pace 0.8915 0.5349 0.6686 215
Jaguar XE 0.6842 0.4233 0.5230 215
Jaguar XF 0.5455 0.0278 0.0529 216
Jaguar XJ 0.7273 0.2593 0.3823 216
Jeep Cherokee 0.5857 0.7593 0.6613 216
Jeep Compass 0.7095 0.5907 0.6447 215
Jeep Gladiator 0.8090 1.0000 0.8944 216
Jeep Grand Cherokee 0.9012 0.3380 0.4916 216
Jeep Renegade 0.7729 0.9769 0.8630 216
Jeep Wrangler 0.8382 0.9395 0.8860 215
Kia Cadenza 0.4444 0.7407 0.5556 216
Kia Forte 0.1864 0.4326 0.2605 215
Kia K900 0.6888 0.9163 0.7864 215
Kia Niro 0.7516 0.5324 0.6233 216
Kia Optima 0.5510 0.3767 0.4475 215
Kia Rio 0.3290 0.4722 0.3878 216
Kia Sedona 0.6493 0.8056 0.7190 216
Kia Sorento 0.9524 0.0926 0.1688 216
Kia Soul 0.9298 0.2454 0.3883 216
Kia Soul EV 0.6766 0.9491 0.7900 216
Kia Sportage 0.4155 0.7176 0.5263 216
Kia Stinger 0.9799 0.9070 0.9420 215
Kia Telluride 0.5297 0.9491 0.6799 216
Lamborghini Aventador 0.8340 0.9769 0.8998 216
Lamborghini Huracan 0.5471 0.8333 0.6606 216
Lamborghini Urus 0.4274 1.0000 0.5989 215
Land Rover Defender 0.5387 1.0000 0.7002 216
Land Rover Discovery 1.0000 0.2639 0.4176 216
Land Rover Discovery Sport 0.6284 0.8611 0.7266 216
Land Rover Range Rover 0.4850 0.4491 0.4663 216
Land Rover Range Rover Evoque 0.9130 0.2917 0.4421 216
Land Rover Range Rover Sport 0.7556 0.1581 0.2615 215
Land Rover Range Rover Velar 0.9845 0.5880 0.7362 216
Lexus ES 0.4062 0.2419 0.3032 215
Lexus GS 0.6167 0.3442 0.4418 215
Lexus GX 0.7681 0.9352 0.8434 216
Lexus IS 0.5477 0.5046 0.5253 216
Lexus LC 0.7402 0.8704 0.8000 216
Lexus LS 0.5063 0.7407 0.6015 216
Lexus LX 0.6667 0.2870 0.4013 216
Lexus NX 0.5231 0.8419 0.6453 215
Lexus RC 0.8100 0.3767 0.5143 215
Lexus RX 0.6154 0.4815 0.5403 216
Lexus UX 0.9588 0.7581 0.8468 215
Lincoln Aviator 0.7377 0.6250 0.6767 216
Lincoln Continental 0.7533 0.5231 0.6175 216
Lincoln Corsair 0.7962 0.9769 0.8773 216
Lincoln MKC 0.4004 0.8698 0.5484 215
Lincoln MKT 0.7783 0.7315 0.7542 216
Lincoln MKZ 0.7500 0.6000 0.6667 215
Lincoln Nautilus 0.7074 0.8884 0.7876 215
Lincoln Navigator 0.5890 0.5972 0.5931 216
MINI Clubman 0.7511 0.8241 0.7859 216
MINI Cooper 0.6069 0.7395 0.6667 215
MINI Cooper Countryman 0.7273 0.6698 0.6973 215
Maserati Ghibli 0.4927 0.9395 0.6464 215
Maserati GranTurismo 0.6733 0.3148 0.4290 216
Maserati Levante 0.9851 0.9167 0.9496 216
Maserati Quattroporte 0.5477 0.8241 0.6580 216
Mazda CX-3 0.5321 0.9213 0.6746 216
Mazda CX-30 0.8745 1.0000 0.9330 216
Mazda CX-5 0.9130 0.0972 0.1757 216
Mazda CX-9 0.6000 0.6250 0.6122 216
Mazda MAZDA3 0.4889 0.1019 0.1686 216
Mazda MAZDA6 0.3363 0.5256 0.4102 215
Mazda MX-5 Miata 0.6951 0.2639 0.3826 216
Mazda Mazda3 Hatchback 0.9862 1.0000 0.9931 215
McLaren 570GT 0.9908 1.0000 0.9954 215
McLaren 570S 0.9310 1.0000 0.9643 216
McLaren 720S 0.6074 0.9860 0.7518 215
Mercedes-Benz A Class 0.6740 1.0000 0.8052 215
Mercedes-Benz AMG GT 0.4588 0.3628 0.4052 215
Mercedes-Benz C Class 1.0000 0.0046 0.0092 216
Mercedes-Benz CLA Class 0.9792 0.2176 0.3561 216
Mercedes-Benz CLS Class 0.4651 0.0926 0.1544 216
Mercedes-Benz E Class 0.5253 0.2419 0.3312 215
Mercedes-Benz EQC 0.7660 1.0000 0.8675 216
Mercedes-Benz G Class 0.7756 0.7361 0.7553 216
Mercedes-Benz GLA Class 0.5177 0.7488 0.6122 215
Mercedes-Benz GLB Class 0.4710 0.9814 0.6365 215
Mercedes-Benz GLC Class 0.7234 0.1574 0.2586 216
Mercedes-Benz GLE Class 0.6250 0.4398 0.5163 216
Mercedes-Benz GLS Class 0.5710 0.9163 0.7036 215
Mercedes-Benz Metris 0.8387 0.9674 0.8985 215
Mercedes-Benz S Class 0.5455 0.1111 0.1846 216
Mercedes-Benz SL Class 0.4834 0.6759 0.5637 216
Mercedes-Benz SLC Class 0.7826 0.7500 0.7660 216
Mitsubishi Eclipse Cross 0.6901 1.0000 0.8166 216
Mitsubishi Mirage 0.4843 0.6435 0.5527 216
Mitsubishi Outlander 0.6606 0.3349 0.4444 215
Mitsubishi Outlander Sport 0.4925 0.6111 0.5455 216
Nissan 370Z 0.7879 0.6019 0.6824 216
Nissan Altima 0.3835 0.4954 0.4323 216
Nissan Armada 0.6810 0.7349 0.7069 215
Nissan Frontier 0.5083 0.7083 0.5919 216
Nissan GT-R 0.5766 0.2963 0.3914 216
Nissan Kicks 0.6636 1.0000 0.7978 215
Nissan Leaf 0.6863 0.3241 0.4403 216
Nissan Maxima 0.4596 0.7674 0.5749 215
Nissan Murano 0.9593 0.5463 0.6962 216
Nissan NV200 0.8694 0.9907 0.9261 215
Nissan Pathfinder 0.7674 0.3056 0.4371 216
Nissan Rogue 0.7045 0.5767 0.6343 215
Nissan Rogue Sport 0.8324 0.7130 0.7681 216
Nissan Sentra 0.6897 0.0930 0.1639 215
Nissan Titan 0.3654 0.0880 0.1418 216
Nissan Versa 0.3320 0.3814 0.3550 215
Porsche 718 0.3458 0.8981 0.4994 216
Porsche 718 Spyder 0.9862 1.0000 0.9931 215
Porsche 911 0.7108 0.2731 0.3946 216
Porsche Cayenne 0.7027 0.3611 0.4771 216
Porsche Macan 0.9810 0.4769 0.6417 216
Porsche Panamera 0.6389 0.2130 0.3194 216
Porsche Taycan 0.5111 0.9628 0.6677 215
Ram 1500 0.3362 0.5535 0.4183 215
Ram 2500 0.4502 0.6512 0.5323 215
Rolls-Royce Cullinan 0.8276 1.0000 0.9057 216
Rolls-Royce Dawn 0.7606 1.0000 0.8640 216
Rolls-Royce Ghost 0.4321 0.8140 0.5645 215
Rolls-Royce Phantom 0.4649 0.9860 0.6319 215
Rolls-Royce Wraith 0.9717 0.9537 0.9626 216
Subaru Ascent 0.5410 0.8241 0.6532 216
Subaru BRZ 0.7289 0.5602 0.6335 216
Subaru Crosstrek 0.8492 0.4977 0.6276 215
Subaru Forester 0.5843 0.4491 0.5079 216
Subaru Impreza 0.6000 0.0278 0.0531 216
Subaru Legacy 0.3878 0.0880 0.1434 216
Subaru Outback 0.4289 0.7963 0.5575 216
Subaru STI S209 1.0000 1.0000 1.0000 215
Subaru WRX 0.4982 0.6435 0.5616 216
Tesla Model 3 0.7235 0.9815 0.8330 216
Tesla Model S 0.8310 0.2731 0.4111 216
Tesla Model X 0.7610 0.9583 0.8484 216
Tesla Model Y 0.9600 1.0000 0.9796 216
Toyota 4Runner 0.5235 0.7767 0.6255 215
Toyota 86 0.8030 1.0000 0.8907 216
Toyota Avalon 0.7222 0.5442 0.6207 215
Toyota C-HR 0.8178 0.8977 0.8559 215
Toyota Camry 0.2591 0.4306 0.3235 216
Toyota Corolla 0.4828 0.3241 0.3878 216
Toyota Highlander 0.6780 0.1860 0.2920 215
Toyota Land Cruiser 0.5552 0.7454 0.6364 216
Toyota Mirai 0.5897 0.9583 0.7302 216
Toyota Prius 0.5591 0.4837 0.5187 215
Toyota Prius C 0.3412 0.8744 0.4909 215
Toyota RAV4 0.7368 0.1296 0.2205 216
Toyota Sequoia 0.6875 0.6651 0.6761 215
Toyota Sienna 0.6102 0.8333 0.7045 216
Toyota Supra 0.4580 0.9352 0.6149 216
Toyota Tacoma 0.5547 0.3287 0.4128 216
Toyota Tundra 0.4697 0.1442 0.2206 215
Toyota Yaris 0.4717 0.1157 0.1859 216
Toyota Yaris Hatchback 0.9954 1.0000 0.9977 215
Volkswagen Arteon 0.6085 1.0000 0.7566 216
Volkswagen Atlas 0.8270 0.7083 0.7631 216
Volkswagen Beetle 0.7391 0.7116 0.7251 215
Volkswagen Golf 0.5172 0.2083 0.2970 216
Volkswagen Jetta 0.3963 0.3009 0.3421 216
Volkswagen Passat 1.0000 0.0417 0.0800 216
Volkswagen Tiguan 0.9310 0.3750 0.5347 216
Volkswagen e-Golf 0.4814 0.9583 0.6409 216
Volvo S60 0.8333 0.0233 0.0452 215
Volvo S90 0.8857 0.4326 0.5813 215
Volvo V60 0.8602 0.3721 0.5195 215
Volvo V90 0.5296 0.9163 0.6712 215
Volvo XC40 0.8243 0.8472 0.8356 216
Volvo XC60 0.6032 0.3519 0.4444 216
Volvo XC90 0.8957 0.4791 0.6242 215
smart fortwo 0.7471 0.3023 0.4305 215
accuracy 0.6021 69639
macro avg 0.6646 0.6022 0.5727 69639
weighted avg 0.6646 0.6021 0.5727 69639