|
--- |
|
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 |
|
``` |
|
|
