--- license: apache-2.0 metrics: - accuracy - f1 base_model: - google/vit-base-patch16-224-in21k library_name: transformers --- Returns car brand with about 64% accuracy given on an image. See https://www.kaggle.com/code/dima806/car-models-image-detection-vit for details. ``` Accuracy: 0.6372 F1 Score: 0.6081 Classification report: precision recall f1-score support Acura ILX 0.3340 0.7222 0.4568 216 Acura MDX 0.4300 0.5860 0.4961 215 Acura NSX 0.7328 0.4465 0.5549 215 Acura RDX 0.5122 0.2917 0.3717 216 Acura RLX 0.4627 0.6898 0.5539 216 Acura TLX 0.4274 0.7116 0.5340 215 Alfa Romeo 4C 0.7787 0.8512 0.8133 215 Alfa Romeo 4C Spider 0.9351 1.0000 0.9664 216 Alfa Romeo Giulia 0.7738 0.7917 0.7826 216 Alfa Romeo Stelvio 0.6074 0.9860 0.7518 215 Aston Martin DB11 0.7280 0.8796 0.7966 216 Aston Martin DBS 0.5897 0.8519 0.6970 216 Aston Martin Vanquish 0.6196 0.7917 0.6951 216 Aston Martin Vantage 0.6171 0.6372 0.6270 215 Audi A3 0.5409 0.3981 0.4587 216 Audi A4 0.5275 0.4444 0.4824 216 Audi A5 0.3293 0.5023 0.3978 215 Audi A6 0.2836 0.6250 0.3902 216 Audi A7 0.4898 0.1111 0.1811 216 Audi A8 0.3375 0.6250 0.4383 216 Audi Q3 0.5123 0.9721 0.6709 215 Audi Q5 0.6441 0.3519 0.4551 216 Audi Q7 0.4820 0.8698 0.6202 215 Audi Q8 0.7479 0.8241 0.7841 216 Audi R8 0.4851 0.6019 0.5372 216 Audi TT 0.3942 0.7500 0.5167 216 Audi e-tron 0.8482 0.8796 0.8636 216 BMW 2-Series 0.6486 0.3349 0.4417 215 BMW 3-Series 0.5714 0.2222 0.3200 216 BMW 4-Series 0.6724 0.1814 0.2857 215 BMW 5-Series 0.3986 0.2639 0.3175 216 BMW 6-Series 0.4968 0.3565 0.4151 216 BMW 7-Series 0.4428 0.5556 0.4928 216 BMW 8-Series 0.7148 0.9442 0.8136 215 BMW X1 0.8077 0.4861 0.6069 216 BMW X2 0.6724 0.9070 0.7723 215 BMW X3 0.6691 0.4326 0.5254 215 BMW X4 0.5494 0.6435 0.5928 216 BMW X5 0.8421 0.0744 0.1368 215 BMW X6 0.7557 0.4583 0.5706 216 BMW X7 0.8052 1.0000 0.8921 215 BMW Z4 0.6783 0.3628 0.4727 215 BMW i3 0.7573 0.8380 0.7956 216 BMW i8 0.6331 0.9070 0.7457 215 Bentley Bentayga 0.8148 0.7163 0.7624 215 Bentley Continental GT 0.5876 0.2639 0.3642 216 Bentley Flying Spur 0.7566 0.5324 0.6250 216 Bentley Mulsanne 0.3917 0.6558 0.4904 215 Buick Cascada 0.6492 0.9814 0.7815 215 Buick Enclave 0.4829 0.8558 0.6174 215 Buick Encore 0.5281 0.8704 0.6573 216 Buick Envision 0.6855 0.9023 0.7791 215 Buick Lacrosse 0.4907 0.3657 0.4191 216 Buick Regal 0.8077 0.0972 0.1736 216 Cadillac ATS 0.8197 0.4630 0.5917 216 Cadillac CT4 0.9600 1.0000 0.9796 216 Cadillac CT5 0.7679 1.0000 0.8687 215 Cadillac CT6 0.6410 0.6944 0.6667 216 Cadillac CTS 0.5397 0.6326 0.5824 215 Cadillac Escalade 0.6231 0.5767 0.5990 215 Cadillac XT4 0.8600 1.0000 0.9247 215 Cadillac XT5 0.6068 0.9116 0.7286 215 Cadillac XT6 0.9076 1.0000 0.9515 216 Cadillac XTS 0.7306 0.6558 0.6912 215 Chevrolet Blazer 0.9421 0.8326 0.8840 215 Chevrolet Bolt EV 0.9312 0.9398 0.9355 216 Chevrolet Camaro 0.6269 0.3889 0.4800 216 Chevrolet Colorado 0.6354 0.2824 0.3910 216 Chevrolet Corvette 0.7319 0.4676 0.5706 216 Chevrolet Cruze 0.8000 0.2419 0.3714 215 Chevrolet Equinox 0.6296 0.3163 0.4211 215 Chevrolet Impala 0.4279 0.8279 0.5642 215 Chevrolet Malibu 0.8611 0.1442 0.2470 215 Chevrolet Silverado 1500 0.2796 0.1204 0.1683 216 Chevrolet Silverado 2500HD 0.3636 0.9116 0.5199 215 Chevrolet Sonic 0.8363 0.6651 0.7409 215 Chevrolet Spark 0.5752 0.9028 0.7027 216 Chevrolet Suburban 0.6933 0.7222 0.7075 216 Chevrolet Tahoe 0.5082 0.8605 0.6390 215 Chevrolet TrailBlazer 0.7444 0.9306 0.8272 216 Chevrolet Traverse 0.3151 0.8287 0.4566 216 Chevrolet Trax 0.8613 0.9535 0.9051 215 Chevrolet Volt 0.6974 0.6296 0.6618 216 Chrysler 300 0.7532 0.5509 0.6364 216 Chrysler Pacifica 0.7071 0.6512 0.6780 215 Dodge Challenger 0.6538 0.5509 0.5980 216 Dodge Charger 0.6860 0.2731 0.3907 216 Dodge Durango 0.8333 0.2326 0.3636 215 Dodge Grand Caravan 0.7091 0.9028 0.7943 216 Dodge Journey 0.6553 0.8009 0.7208 216 FIAT 124 Spider 0.4724 0.9163 0.6234 215 FIAT 500 0.6373 0.3009 0.4088 216 FIAT 500L 0.8670 0.9352 0.8998 216 FIAT 500X 0.9149 0.9954 0.9534 216 FIAT 500e 0.5710 0.9907 0.7245 215 Ferrari 488 GTB 0.8410 0.9306 0.8835 216 Ferrari GTC4Lusso 1.0000 1.0000 1.0000 216 Ferrari Portofino 0.9954 1.0000 0.9977 215 Ford Ecosport 0.6814 1.0000 0.8105 216 Ford Edge 1.0000 0.1157 0.2075 216 Ford Escape 0.8621 0.1157 0.2041 216 Ford Expedition 0.7169 0.5535 0.6247 215 Ford Explorer 0.8514 0.2917 0.4345 216 Ford F-150 0.5614 0.1481 0.2344 216 Ford Fiesta 0.7143 0.2778 0.4000 216 Ford Flex 0.5668 0.8884 0.6920 215 Ford Fusion 0.7480 0.4259 0.5428 216 Ford Mustang 0.6505 0.3102 0.4201 216 Ford Ranger 0.5868 0.7860 0.6720 215 Ford Super Duty F-250 0.6310 0.4930 0.5535 215 Ford Taurus 0.6159 0.4306 0.5068 216 Ford Transit Connect Wagon 0.8095 0.8698 0.8386 215 GMC Acadia 0.7488 0.7488 0.7488 215 GMC Canyon 0.6231 0.3767 0.4696 215 GMC Sierra 1500 0.3719 0.2083 0.2671 216 GMC Sierra 2500HD 0.3784 0.3889 0.3836 216 GMC Terrain 0.6667 0.1852 0.2899 216 GMC Yukon 0.7217 0.7083 0.7150 216 Genesis G70 0.6980 0.9674 0.8109 215 Genesis G80 0.5994 0.9395 0.7319 215 Genesis G90 0.3591 0.7731 0.4905 216 Honda Accord 0.3111 0.1296 0.1830 216 Honda CR-V 0.4676 0.6343 0.5383 216 Honda Civic 0.5778 0.1204 0.1992 216 Honda Clarity 0.5709 0.6898 0.6247 216 Honda Fit 0.5850 0.3981 0.4738 216 Honda HR-V 0.7899 0.8704 0.8282 216 Honda Insight 0.7800 0.3611 0.4937 216 Honda Odyssey 0.6187 0.7361 0.6723 216 Honda Passport 0.5547 0.9630 0.7039 216 Honda Pilot 0.6667 0.2315 0.3436 216 Honda Ridgeline 0.6213 0.6791 0.6489 215 Hyundai Accent 0.3455 0.7070 0.4641 215 Hyundai Elantra 0.3704 0.1860 0.2477 215 Hyundai Ioniq 0.6079 0.6419 0.6244 215 Hyundai Kona 0.9653 0.9028 0.9330 216 Hyundai Kona Electric 0.8504 1.0000 0.9191 216 Hyundai NEXO 0.9954 1.0000 0.9977 216 Hyundai Palisade 0.7749 0.9767 0.8642 215 Hyundai Santa Fe 0.9231 0.0558 0.1053 215 Hyundai Sonata 0.8750 0.1296 0.2258 216 Hyundai Tucson 0.6050 0.5602 0.5817 216 Hyundai Veloster 0.7791 0.5907 0.6720 215 Hyundai Venue 0.9474 1.0000 0.9730 216 INFINITI Q50 0.4962 0.5972 0.5420 216 INFINITI Q60 0.5578 0.7593 0.6431 216 INFINITI Q70 0.4165 0.9352 0.5763 216 INFINITI QX30 0.7633 1.0000 0.8657 216 INFINITI QX50 0.6000 0.5556 0.5769 216 INFINITI QX60 0.7250 0.6713 0.6971 216 INFINITI QX80 0.7349 0.7315 0.7332 216 Jaguar E-Pace 0.7352 0.8611 0.7932 216 Jaguar F-Pace 0.8725 0.6019 0.7123 216 Jaguar F-Type 0.8421 0.1481 0.2520 216 Jaguar I-Pace 0.8872 0.5463 0.6762 216 Jaguar XE 0.6372 0.3333 0.4377 216 Jaguar XF 0.4000 0.0093 0.0181 216 Jaguar XJ 0.7413 0.4907 0.5905 216 Jeep Cherokee 0.6923 0.7083 0.7002 216 Jeep Compass 0.6905 0.6713 0.6808 216 Jeep Gladiator 0.9474 1.0000 0.9730 216 Jeep Grand Cherokee 0.6538 0.5509 0.5980 216 Jeep Renegade 0.8301 0.9954 0.9053 216 Jeep Wrangler 0.8739 0.9306 0.9013 216 Kia Cadenza 0.5197 0.5535 0.5360 215 Kia Forte 0.2556 0.3721 0.3030 215 Kia K900 0.5196 0.9256 0.6656 215 Kia Niro 0.8289 0.5833 0.6848 216 Kia Optima 0.6375 0.2361 0.3446 216 Kia Rio 0.7000 0.0972 0.1707 216 Kia Sedona 0.5714 0.8148 0.6718 216 Kia Sorento 0.6531 0.2963 0.4076 216 Kia Soul 0.8864 0.5442 0.6744 215 Kia Soul EV 0.8175 0.9581 0.8822 215 Kia Sportage 0.6083 0.6791 0.6418 215 Kia Stinger 0.7423 1.0000 0.8521 216 Kia Telluride 0.7993 1.0000 0.8884 215 Lamborghini Aventador 0.8710 1.0000 0.9310 216 Lamborghini Huracan 0.6171 0.7721 0.6860 215 Lamborghini Urus 0.8151 1.0000 0.8981 216 Land Rover Defender 0.7904 1.0000 0.8830 215 Land Rover Discovery 0.7264 0.6759 0.7002 216 Land Rover Discovery Sport 0.7426 0.9395 0.8296 215 Land Rover Range Rover 0.6746 0.3953 0.4985 215 Land Rover Range Rover Evoque 0.8291 0.6065 0.7005 216 Land Rover Range Rover Sport 0.8889 0.0370 0.0711 216 Land Rover Range Rover Velar 0.7435 0.9302 0.8264 215 Lexus ES 0.5050 0.4722 0.4880 216 Lexus GS 0.6585 0.3767 0.4793 215 Lexus GX 0.5685 0.9028 0.6977 216 Lexus IS 0.5171 0.4930 0.5048 215 Lexus LC 0.8163 0.9302 0.8696 215 Lexus LS 0.4435 0.7488 0.5571 215 Lexus LX 0.6892 0.2372 0.3529 215 Lexus NX 0.5234 0.7778 0.6257 216 Lexus RC 0.6842 0.4213 0.5215 216 Lexus RX 0.7778 0.3241 0.4575 216 Lexus UX 0.9038 1.0000 0.9495 216 Lincoln Aviator 0.7778 0.6186 0.6891 215 Lincoln Continental 0.5689 0.7488 0.6466 215 Lincoln Corsair 0.5942 0.9491 0.7308 216 Lincoln MKC 0.6187 0.8605 0.7198 215 Lincoln MKT 0.5437 0.7778 0.6400 216 Lincoln MKZ 0.4907 0.6140 0.5455 215 Lincoln Nautilus 0.5526 0.9491 0.6985 216 Lincoln Navigator 0.6176 0.6806 0.6476 216 MINI Clubman 0.7383 0.7315 0.7349 216 MINI Cooper 0.6821 0.6186 0.6488 215 MINI Cooper Countryman 0.6809 0.8102 0.7400 216 Maserati Ghibli 0.5416 0.9352 0.6859 216 Maserati GranTurismo 0.8421 0.0744 0.1368 215 Maserati Levante 0.8918 0.9537 0.9217 216 Maserati Quattroporte 0.6240 0.7256 0.6710 215 Mazda CX-3 0.6405 0.9074 0.7510 216 Mazda CX-30 0.8780 1.0000 0.9351 216 Mazda CX-5 0.8116 0.2593 0.3930 216 Mazda CX-9 0.5566 0.8426 0.6703 216 Mazda MAZDA3 0.6977 0.2778 0.3974 216 Mazda MAZDA6 0.3893 0.4722 0.4268 216 Mazda MX-5 Miata 0.5755 0.2837 0.3801 215 Mazda Mazda3 Hatchback 1.0000 1.0000 1.0000 215 McLaren 570GT 0.9862 1.0000 0.9931 215 McLaren 570S 0.9730 1.0000 0.9863 216 McLaren 720S 0.7196 0.9907 0.8337 215 Mercedes-Benz A Class 0.4447 0.9306 0.6018 216 Mercedes-Benz AMG GT 0.7655 0.8047 0.7846 215 Mercedes-Benz C Class 0.8333 0.0231 0.0450 216 Mercedes-Benz CLA Class 1.0000 0.2593 0.4118 216 Mercedes-Benz CLS Class 0.5658 0.1991 0.2945 216 Mercedes-Benz E Class 0.4563 0.2176 0.2947 216 Mercedes-Benz EQC 0.7742 1.0000 0.8727 216 Mercedes-Benz G Class 0.7814 0.7778 0.7796 216 Mercedes-Benz GLA Class 0.6613 0.7628 0.7084 215 Mercedes-Benz GLB Class 0.7188 0.9628 0.8231 215 Mercedes-Benz GLC Class 0.7204 0.3116 0.4351 215 Mercedes-Benz GLE Class 0.6556 0.4583 0.5395 216 Mercedes-Benz GLS Class 0.6047 0.9535 0.7401 215 Mercedes-Benz Metris 0.9439 0.9352 0.9395 216 Mercedes-Benz S Class 0.4537 0.2269 0.3025 216 Mercedes-Benz SL Class 0.5074 0.8000 0.6209 215 Mercedes-Benz SLC Class 0.7991 0.8287 0.8136 216 Mitsubishi Eclipse Cross 0.8816 1.0000 0.9371 216 Mitsubishi Mirage 0.3750 0.8512 0.5206 215 Mitsubishi Outlander 0.7976 0.3116 0.4482 215 Mitsubishi Outlander Sport 0.5735 0.5628 0.5681 215 Nissan 370Z 0.6528 0.8009 0.7193 216 Nissan Altima 0.4350 0.4491 0.4419 216 Nissan Armada 0.5540 0.7163 0.6247 215 Nissan Frontier 0.5114 0.8333 0.6338 216 Nissan GT-R 0.7536 0.2419 0.3662 215 Nissan Kicks 0.8431 1.0000 0.9149 215 Nissan Leaf 0.7946 0.4120 0.5427 216 Nissan Maxima 0.5361 0.7222 0.6154 216 Nissan Murano 0.7808 0.5278 0.6298 216 Nissan NV200 0.9258 0.9815 0.9528 216 Nissan Pathfinder 0.8267 0.2884 0.4276 215 Nissan Rogue 0.6529 0.3674 0.4702 215 Nissan Rogue Sport 0.7235 0.9815 0.8330 216 Nissan Sentra 0.4872 0.3519 0.4086 216 Nissan Titan 0.6667 0.2233 0.3345 215 Nissan Versa 0.3939 0.1806 0.2476 216 Porsche 718 0.4709 0.8241 0.5993 216 Porsche 718 Spyder 1.0000 1.0000 1.0000 216 Porsche 911 0.9429 0.1528 0.2629 216 Porsche Cayenne 0.9623 0.2361 0.3792 216 Porsche Macan 0.8716 0.4419 0.5864 215 Porsche Panamera 0.5030 0.3889 0.4386 216 Porsche Taycan 0.6262 0.9306 0.7486 216 Ram 1500 0.5417 0.2419 0.3344 215 Ram 2500 0.4303 0.8426 0.5696 216 Rolls-Royce Cullinan 0.9267 1.0000 0.9620 215 Rolls-Royce Dawn 0.9471 1.0000 0.9729 215 Rolls-Royce Ghost 0.5096 0.8611 0.6403 216 Rolls-Royce Phantom 0.6093 0.9676 0.7478 216 Rolls-Royce Wraith 0.9954 1.0000 0.9977 215 Subaru Ascent 0.8009 0.8233 0.8119 215 Subaru BRZ 0.7195 0.8233 0.7679 215 Subaru Crosstrek 0.9281 0.6000 0.7288 215 Subaru Forester 0.6027 0.6250 0.6136 216 Subaru Impreza 0.7500 0.0139 0.0273 216 Subaru Legacy 0.8333 0.0694 0.1282 216 Subaru Outback 0.7917 0.3535 0.4887 215 Subaru STI S209 1.0000 1.0000 1.0000 216 Subaru WRX 0.5451 0.5880 0.5657 216 Tesla Model 3 0.7288 1.0000 0.8431 215 Tesla Model S 0.7156 0.3628 0.4815 215 Tesla Model X 0.9048 0.9721 0.9372 215 Tesla Model Y 1.0000 1.0000 1.0000 215 Toyota 4Runner 0.6053 0.8519 0.7077 216 Toyota 86 0.8996 1.0000 0.9471 215 Toyota Avalon 0.5904 0.4537 0.5131 216 Toyota C-HR 0.7567 0.9213 0.8309 216 Toyota Camry 0.3529 0.3333 0.3429 216 Toyota Corolla 0.4408 0.4306 0.4356 216 Toyota Highlander 0.5028 0.4120 0.4529 216 Toyota Land Cruiser 0.5358 0.7269 0.6169 216 Toyota Mirai 0.5538 1.0000 0.7129 216 Toyota Prius 0.6186 0.5581 0.5868 215 Toyota Prius C 0.3161 0.7674 0.4478 215 Toyota RAV4 0.6292 0.2605 0.3684 215 Toyota Sequoia 0.5714 0.7442 0.6465 215 Toyota Sienna 0.5389 0.8333 0.6545 216 Toyota Supra 0.6006 0.8981 0.7199 216 Toyota Tacoma 0.5375 0.5972 0.5658 216 Toyota Tundra 0.5489 0.3380 0.4183 216 Toyota Yaris 0.3857 0.1250 0.1888 216 Toyota Yaris Hatchback 0.9908 1.0000 0.9954 216 Volkswagen Arteon 0.7993 1.0000 0.8884 215 Volkswagen Atlas 0.7727 0.9444 0.8500 216 Volkswagen Beetle 0.7797 0.6419 0.7041 215 Volkswagen Golf 0.4023 0.1628 0.2318 215 Volkswagen Jetta 0.6393 0.1806 0.2816 216 Volkswagen Passat 0.4915 0.1349 0.2117 215 Volkswagen Tiguan 0.7748 0.5417 0.6376 216 Volkswagen e-Golf 0.5318 0.9676 0.6864 216 Volvo S60 0.0000 0.0000 0.0000 215 Volvo S90 0.3875 0.6326 0.4806 215 Volvo V60 0.3787 0.6574 0.4805 216 Volvo V90 0.5977 0.9674 0.7389 215 Volvo XC40 0.7746 0.8750 0.8217 216 Volvo XC60 0.8953 0.3581 0.5116 215 Volvo XC90 0.8061 0.3674 0.5048 215 smart fortwo 0.6567 0.6111 0.6331 216 accuracy 0.6372 69639 macro avg 0.6688 0.6373 0.6081 69639 weighted avg 0.6688 0.6372 0.6081 69639 ```