--- 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: 0.6237 F1 Score: 0.5977 Classification report: precision recall f1-score support Acura ILX 0.3439 0.9028 0.4981 216 Acura MDX 0.7518 0.4930 0.5955 215 Acura NSX 0.7094 0.3860 0.5000 215 Acura RDX 0.9259 0.2326 0.3717 215 Acura RLX 0.6242 0.4769 0.5407 216 Acura TLX 0.7102 0.5787 0.6378 216 Alfa Romeo 4C 0.6836 0.8704 0.7658 216 Alfa Romeo 4C Spider 0.9191 1.0000 0.9579 216 Alfa Romeo Giulia 0.6652 0.6991 0.6817 216 Alfa Romeo Stelvio 0.5771 0.9395 0.7150 215 Aston Martin DB11 0.6471 0.9676 0.7755 216 Aston Martin DBS 0.5158 0.9116 0.6588 215 Aston Martin Vanquish 0.7358 0.7256 0.7307 215 Aston Martin Vantage 0.4832 0.5324 0.5066 216 Audi A3 0.6321 0.3116 0.4174 215 Audi A4 0.4981 0.6157 0.5507 216 Audi A5 0.4201 0.5231 0.4660 216 Audi A6 0.2775 0.5139 0.3604 216 Audi A7 0.5652 0.1806 0.2737 216 Audi A8 0.2816 0.7731 0.4129 216 Audi Q3 0.7750 0.8651 0.8176 215 Audi Q5 0.7391 0.5535 0.6330 215 Audi Q7 0.5457 0.8047 0.6504 215 Audi Q8 0.9487 0.6884 0.7978 215 Audi R8 0.6343 0.3953 0.4871 215 Audi TT 0.3924 0.7721 0.5204 215 Audi e-tron 0.9891 0.8426 0.9100 216 BMW 2-Series 0.5333 0.3721 0.4384 215 BMW 3-Series 0.6140 0.3241 0.4242 216 BMW 4-Series 0.5944 0.4977 0.5418 215 BMW 5-Series 0.7800 0.1806 0.2932 216 BMW 6-Series 0.6705 0.2731 0.3882 216 BMW 7-Series 0.5054 0.4326 0.4662 215 BMW 8-Series 0.8397 0.9256 0.8805 215 BMW X1 0.7857 0.5093 0.6180 216 BMW X2 0.9469 0.4954 0.6505 216 BMW X3 0.5744 0.5185 0.5450 216 BMW X4 0.7532 0.5509 0.6364 216 BMW X5 0.9444 0.0791 0.1459 215 BMW X6 0.8983 0.2454 0.3855 216 BMW X7 0.7474 1.0000 0.8554 216 BMW Z4 0.5935 0.4259 0.4960 216 BMW i3 0.7449 0.8380 0.7887 216 BMW i8 0.6655 0.8935 0.7628 216 Bentley Bentayga 0.7966 0.8744 0.8337 215 Bentley Continental GT 0.8889 0.3721 0.5246 215 Bentley Flying Spur 0.5874 0.5602 0.5735 216 Bentley Mulsanne 0.4986 0.8186 0.6197 215 Buick Cascada 0.7743 0.9256 0.8432 215 Buick Enclave 0.4282 0.7870 0.5546 216 Buick Encore 0.4030 0.8750 0.5518 216 Buick Envision 0.6842 0.9630 0.8000 216 Buick Lacrosse 0.4672 0.2651 0.3383 215 Buick Regal 0.8800 0.1023 0.1833 215 Cadillac ATS 0.7300 0.3380 0.4620 216 Cadillac CT4 0.8816 1.0000 0.9371 216 Cadillac CT5 0.8213 1.0000 0.9019 216 Cadillac CT6 0.8092 0.4907 0.6110 216 Cadillac CTS 0.4564 0.3148 0.3726 216 Cadillac Escalade 0.6872 0.6204 0.6521 216 Cadillac XT4 0.7397 1.0000 0.8504 216 Cadillac XT5 0.4187 0.9581 0.5827 215 Cadillac XT6 0.7742 1.0000 0.8727 216 Cadillac XTS 0.3174 0.9213 0.4721 216 Chevrolet Blazer 0.9133 0.8326 0.8710 215 Chevrolet Bolt EV 0.9346 0.9259 0.9302 216 Chevrolet Camaro 0.6929 0.4074 0.5131 216 Chevrolet Colorado 0.7414 0.2000 0.3150 215 Chevrolet Corvette 0.6122 0.4167 0.4959 216 Chevrolet Cruze 0.3750 0.0694 0.1172 216 Chevrolet Equinox 0.8696 0.1852 0.3053 216 Chevrolet Impala 0.3401 0.8565 0.4868 216 Chevrolet Malibu 0.5926 0.0741 0.1317 216 Chevrolet Silverado 1500 0.3083 0.3611 0.3326 216 Chevrolet Silverado 2500HD 0.3586 0.5046 0.4192 216 Chevrolet Sonic 0.6974 0.6326 0.6634 215 Chevrolet Spark 0.4221 0.9581 0.5861 215 Chevrolet Suburban 0.5387 0.6791 0.6008 215 Chevrolet Tahoe 0.5256 0.5231 0.5244 216 Chevrolet TrailBlazer 0.6610 0.8935 0.7598 216 Chevrolet Traverse 0.5398 0.7256 0.6190 215 Chevrolet Trax 0.8327 0.9444 0.8850 216 Chevrolet Volt 0.8738 0.4186 0.5660 215 Chrysler 300 0.6824 0.4676 0.5549 216 Chrysler Pacifica 0.8958 0.6000 0.7187 215 Dodge Challenger 0.7068 0.4352 0.5387 216 Dodge Charger 1.0000 0.1019 0.1849 216 Dodge Durango 0.6462 0.6372 0.6417 215 Dodge Grand Caravan 0.7370 0.9213 0.8189 216 Dodge Journey 0.5743 0.7907 0.6654 215 FIAT 124 Spider 0.4354 0.9721 0.6014 215 FIAT 500 0.6250 0.2326 0.3390 215 FIAT 500L 0.6844 0.9537 0.7969 216 FIAT 500X 0.8031 0.9674 0.8776 215 FIAT 500e 0.5084 0.9861 0.6709 216 Ferrari 488 GTB 0.5877 0.8380 0.6908 216 Ferrari GTC4Lusso 1.0000 1.0000 1.0000 216 Ferrari Portofino 0.9954 1.0000 0.9977 216 Ford Ecosport 0.6261 1.0000 0.7701 216 Ford Edge 0.7857 0.0509 0.0957 216 Ford Escape 0.9730 0.1667 0.2846 216 Ford Expedition 0.6070 0.5648 0.5851 216 Ford Explorer 0.8902 0.3380 0.4899 216 Ford F-150 0.4627 0.1435 0.2191 216 Ford Fiesta 0.5804 0.3023 0.3976 215 Ford Flex 0.6880 0.8000 0.7398 215 Ford Fusion 0.5909 0.3611 0.4483 216 Ford Mustang 0.7321 0.1898 0.3015 216 Ford Ranger 0.7149 0.7315 0.7231 216 Ford Super Duty F-250 0.7391 0.3935 0.5136 216 Ford Taurus 0.6244 0.5694 0.5956 216 Ford Transit Connect Wagon 0.9163 0.9120 0.9142 216 GMC Acadia 0.5063 0.7407 0.6015 216 GMC Canyon 0.3574 0.5509 0.4335 216 GMC Sierra 1500 0.3160 0.3657 0.3391 216 GMC Sierra 2500HD 0.3058 0.5139 0.3834 216 GMC Terrain 0.7910 0.2465 0.3759 215 GMC Yukon 0.5904 0.7407 0.6571 216 Genesis G70 0.9126 0.8744 0.8931 215 Genesis G80 0.4804 0.8519 0.6144 216 Genesis G90 0.5034 0.6759 0.5771 216 Honda Accord 0.3333 0.1442 0.2013 215 Honda CR-V 0.4341 0.6250 0.5123 216 Honda Civic 0.6571 0.1065 0.1833 216 Honda Clarity 0.9205 0.6465 0.7596 215 Honda Fit 0.5395 0.5721 0.5553 215 Honda HR-V 0.8770 0.7593 0.8139 216 Honda Insight 0.8310 0.2744 0.4126 215 Honda Odyssey 0.5810 0.7639 0.6600 216 Honda Passport 0.5718 0.9769 0.7214 216 Honda Pilot 0.5902 0.1667 0.2599 216 Honda Ridgeline 0.5544 0.7349 0.6320 215 Hyundai Accent 0.3483 0.7176 0.4690 216 Hyundai Elantra 0.4600 0.1065 0.1729 216 Hyundai Ioniq 0.6492 0.7454 0.6940 216 Hyundai Kona 0.8733 0.8935 0.8833 216 Hyundai Kona Electric 0.7491 1.0000 0.8566 215 Hyundai NEXO 0.9954 1.0000 0.9977 215 Hyundai Palisade 0.9462 0.9769 0.9613 216 Hyundai Santa Fe 0.6545 0.1667 0.2657 216 Hyundai Sonata 0.5521 0.2465 0.3408 215 Hyundai Tucson 1.0000 0.2500 0.4000 216 Hyundai Veloster 0.6473 0.7767 0.7061 215 Hyundai Venue 0.9686 1.0000 0.9841 216 INFINITI Q50 0.7745 0.3657 0.4969 216 INFINITI Q60 0.5745 0.8565 0.6877 216 INFINITI Q70 0.2836 0.8981 0.4311 216 INFINITI QX30 0.8431 1.0000 0.9149 215 INFINITI QX50 0.9483 0.5093 0.6627 216 INFINITI QX60 0.9043 0.4837 0.6303 215 INFINITI QX80 0.6984 0.8148 0.7521 216 Jaguar E-Pace 0.8630 0.8750 0.8690 216 Jaguar F-Pace 0.8839 0.4583 0.6037 216 Jaguar F-Type 0.8824 0.1389 0.2400 216 Jaguar I-Pace 0.8951 0.5926 0.7131 216 Jaguar XE 0.7153 0.4537 0.5552 216 Jaguar XF 0.6667 0.0370 0.0702 216 Jaguar XJ 0.6824 0.2685 0.3854 216 Jeep Cherokee 0.5936 0.7778 0.6733 216 Jeep Compass 0.8045 0.6667 0.7291 216 Jeep Gladiator 0.8571 1.0000 0.9231 216 Jeep Grand Cherokee 0.9394 0.4306 0.5905 216 Jeep Renegade 0.8210 0.9769 0.8922 216 Jeep Wrangler 0.8511 0.9259 0.8869 216 Kia Cadenza 0.4749 0.8372 0.6061 215 Kia Forte 0.1801 0.3611 0.2404 216 Kia K900 0.7453 0.9256 0.8257 215 Kia Niro 0.8252 0.5463 0.6574 216 Kia Optima 0.5065 0.3611 0.4216 216 Kia Rio 0.3121 0.4326 0.3626 215 Kia Sedona 0.6985 0.8512 0.7673 215 Kia Sorento 0.9556 0.2000 0.3308 215 Kia Soul 0.8551 0.2744 0.4155 215 Kia Soul EV 0.7295 0.9491 0.8249 216 Kia Sportage 0.4595 0.7083 0.5574 216 Kia Stinger 0.9681 0.8465 0.9032 215 Kia Telluride 0.5547 0.9630 0.7039 216 Lamborghini Aventador 0.8538 1.0000 0.9211 216 Lamborghini Huracan 0.5906 0.8148 0.6848 216 Lamborghini Urus 0.4586 1.0000 0.6288 216 Land Rover Defender 0.6316 1.0000 0.7742 216 Land Rover Discovery 0.9571 0.3102 0.4685 216 Land Rover Discovery Sport 0.6254 0.8889 0.7342 216 Land Rover Range Rover 0.4932 0.5046 0.4989 216 Land Rover Range Rover Evoque 0.9348 0.3981 0.5584 216 Land Rover Range Rover Sport 0.7000 0.1944 0.3043 216 Land Rover Range Rover Velar 0.9714 0.6296 0.7640 216 Lexus ES 0.4172 0.2930 0.3443 215 Lexus GS 0.5616 0.3796 0.4530 216 Lexus GX 0.7677 0.9028 0.8298 216 Lexus IS 0.5430 0.5556 0.5492 216 Lexus LC 0.7845 0.8465 0.8143 215 Lexus LS 0.5368 0.7116 0.6120 215 Lexus LX 0.7321 0.3814 0.5015 215 Lexus NX 0.5762 0.8750 0.6949 216 Lexus RC 0.8660 0.3889 0.5367 216 Lexus RX 0.7278 0.5721 0.6406 215 Lexus UX 0.9368 0.8279 0.8790 215 Lincoln Aviator 0.7394 0.6435 0.6881 216 Lincoln Continental 0.7135 0.5880 0.6447 216 Lincoln Corsair 0.8417 0.9395 0.8879 215 Lincoln MKC 0.4170 0.8843 0.5668 216 Lincoln MKT 0.7721 0.7685 0.7703 216 Lincoln MKZ 0.6567 0.6140 0.6346 215 Lincoln Nautilus 0.6920 0.9259 0.7921 216 Lincoln Navigator 0.5492 0.6233 0.5839 215 MINI Clubman 0.7642 0.8140 0.7883 215 MINI Cooper 0.6154 0.7442 0.6737 215 MINI Cooper Countryman 0.7500 0.7395 0.7447 215 Maserati Ghibli 0.5735 0.9213 0.7069 216 Maserati GranTurismo 0.6957 0.3704 0.4834 216 Maserati Levante 0.9896 0.8884 0.9363 215 Maserati Quattroporte 0.5221 0.8233 0.6390 215 Mazda CX-3 0.5549 0.9163 0.6912 215 Mazda CX-30 0.9034 1.0000 0.9492 215 Mazda CX-5 0.7667 0.1070 0.1878 215 Mazda CX-9 0.6364 0.6837 0.6592 215 Mazda MAZDA3 0.4600 0.1070 0.1736 215 Mazda MAZDA6 0.3899 0.5767 0.4653 215 Mazda MX-5 Miata 0.6548 0.2546 0.3667 216 Mazda Mazda3 Hatchback 0.9908 1.0000 0.9954 215 McLaren 570GT 0.9908 1.0000 0.9954 215 McLaren 570S 0.9598 1.0000 0.9795 215 McLaren 720S 0.6573 0.9814 0.7873 215 Mercedes-Benz A Class 0.7013 1.0000 0.8244 216 Mercedes-Benz AMG GT 0.5882 0.5556 0.5714 216 Mercedes-Benz C Class 1.0000 0.0046 0.0092 216 Mercedes-Benz CLA Class 0.9600 0.2222 0.3609 216 Mercedes-Benz CLS Class 0.6102 0.1667 0.2618 216 Mercedes-Benz E Class 0.4495 0.2279 0.3025 215 Mercedes-Benz EQC 0.7706 1.0000 0.8704 215 Mercedes-Benz G Class 0.7570 0.7535 0.7552 215 Mercedes-Benz GLA Class 0.5213 0.7361 0.6104 216 Mercedes-Benz GLB Class 0.4965 0.9767 0.6583 215 Mercedes-Benz GLC Class 0.6604 0.1620 0.2602 216 Mercedes-Benz GLE Class 0.5941 0.4698 0.5247 215 Mercedes-Benz GLS Class 0.5773 0.9721 0.7244 215 Mercedes-Benz Metris 0.8856 0.9676 0.9248 216 Mercedes-Benz S Class 0.6296 0.1574 0.2519 216 Mercedes-Benz SL Class 0.4852 0.7593 0.5921 216 Mercedes-Benz SLC Class 0.7768 0.8056 0.7909 216 Mitsubishi Eclipse Cross 0.7176 1.0000 0.8356 216 Mitsubishi Mirage 0.5207 0.6991 0.5968 216 Mitsubishi Outlander 0.7559 0.4444 0.5598 216 Mitsubishi Outlander Sport 0.5304 0.6065 0.5659 216 Nissan 370Z 0.8171 0.6620 0.7315 216 Nissan Altima 0.3673 0.4167 0.3905 216 Nissan Armada 0.7108 0.6713 0.6905 216 Nissan Frontier 0.5085 0.6944 0.5871 216 Nissan GT-R 0.6240 0.3611 0.4575 216 Nissan Kicks 0.6835 1.0000 0.8120 216 Nissan Leaf 0.7387 0.3796 0.5015 216 Nissan Maxima 0.5089 0.7917 0.6196 216 Nissan Murano 0.9206 0.5370 0.6784 216 Nissan NV200 0.8921 1.0000 0.9430 215 Nissan Pathfinder 0.8861 0.3256 0.4762 215 Nissan Rogue 0.7175 0.5907 0.6480 215 Nissan Rogue Sport 0.7939 0.8380 0.8153 216 Nissan Sentra 0.7000 0.1296 0.2188 216 Nissan Titan 0.6818 0.1395 0.2317 215 Nissan Versa 0.3230 0.3860 0.3517 215 Porsche 718 0.4113 0.9163 0.5677 215 Porsche 718 Spyder 0.9908 1.0000 0.9954 215 Porsche 911 0.7468 0.2731 0.4000 216 Porsche Cayenne 0.7669 0.4744 0.5862 215 Porsche Macan 0.9730 0.5023 0.6626 215 Porsche Panamera 0.7059 0.2233 0.3392 215 Porsche Taycan 0.5406 0.9907 0.6995 215 Ram 1500 0.3793 0.5093 0.4348 216 Ram 2500 0.4916 0.6791 0.5703 215 Rolls-Royce Cullinan 0.8606 1.0000 0.9251 216 Rolls-Royce Dawn 0.7770 1.0000 0.8745 216 Rolls-Royce Ghost 0.4536 0.8380 0.5886 216 Rolls-Royce Phantom 0.5347 0.9674 0.6887 215 Rolls-Royce Wraith 0.9856 0.9581 0.9717 215 Subaru Ascent 0.5327 0.8326 0.6497 215 Subaru BRZ 0.6889 0.5741 0.6263 216 Subaru Crosstrek 0.9034 0.6065 0.7258 216 Subaru Forester 0.6257 0.4954 0.5530 216 Subaru Impreza 0.4000 0.0093 0.0182 215 Subaru Legacy 0.3810 0.1111 0.1720 216 Subaru Outback 0.4103 0.8148 0.5457 216 Subaru STI S209 1.0000 1.0000 1.0000 216 Subaru WRX 0.4571 0.5953 0.5172 215 Tesla Model 3 0.7324 0.9674 0.8337 215 Tesla Model S 0.8519 0.3209 0.4662 215 Tesla Model X 0.7370 0.9861 0.8436 216 Tesla Model Y 0.9774 1.0000 0.9886 216 Toyota 4Runner 0.5584 0.8233 0.6654 215 Toyota 86 0.8776 1.0000 0.9348 215 Toyota Avalon 0.6708 0.5023 0.5745 215 Toyota C-HR 0.8502 0.8977 0.8733 215 Toyota Camry 0.2513 0.4605 0.3251 215 Toyota Corolla 0.4734 0.4120 0.4406 216 Toyota Highlander 0.7101 0.2269 0.3439 216 Toyota Land Cruiser 0.5862 0.7907 0.6733 215 Toyota Mirai 0.6083 0.9535 0.7428 215 Toyota Prius 0.5512 0.5256 0.5381 215 Toyota Prius C 0.3390 0.8372 0.4826 215 Toyota RAV4 0.7368 0.1953 0.3088 215 Toyota Sequoia 0.7730 0.6651 0.7150 215 Toyota Sienna 0.6655 0.8472 0.7454 216 Toyota Supra 0.4413 0.9442 0.6015 215 Toyota Tacoma 0.6508 0.3796 0.4795 216 Toyota Tundra 0.5663 0.2176 0.3144 216 Toyota Yaris 0.5116 0.1019 0.1699 216 Toyota Yaris Hatchback 0.9954 1.0000 0.9977 216 Volkswagen Arteon 0.6056 1.0000 0.7544 215 Volkswagen Atlas 0.8520 0.7767 0.8127 215 Volkswagen Beetle 0.7373 0.7442 0.7407 215 Volkswagen Golf 0.5619 0.2731 0.3676 216 Volkswagen Jetta 0.3781 0.3519 0.3645 216 Volkswagen Passat 0.9412 0.0741 0.1373 216 Volkswagen Tiguan 0.9279 0.4791 0.6319 215 Volkswagen e-Golf 0.5072 0.9767 0.6677 215 Volvo S60 0.8000 0.0186 0.0364 215 Volvo S90 0.8571 0.6111 0.7135 216 Volvo V60 0.8172 0.3519 0.4919 216 Volvo V90 0.5089 0.9302 0.6579 215 Volvo XC40 0.8733 0.8935 0.8833 216 Volvo XC60 0.7217 0.3843 0.5015 216 Volvo XC90 0.8793 0.4722 0.6145 216 smart fortwo 0.7182 0.3674 0.4862 215 accuracy 0.6237 69639 macro avg 0.6771 0.6237 0.5977 69639 weighted avg 0.6771 0.6237 0.5976 69639 ```