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: 0.6237
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