metadata
license: apache-2.0
metrics:
- accuracy
- f1
base_model:
- google/vit-base-patch16-224-in21k
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