|
--- |
|
license: apache-2.0 |
|
metrics: |
|
- accuracy |
|
- f1 |
|
base_model: |
|
- google/vit-base-patch16-224-in21k |
|
library_name: transformers |
|
--- |
|
Returns car brand with about 84% accuracy given on an image. |
|
|
|
See https://www.kaggle.com/code/dima806/car-models-image-detection-vit for details. |
|
|
|
``` |
|
Accuracy: 0.8410 |
|
F1 Score: 0.8372 |
|
|
|
Classification report: |
|
|
|
precision recall f1-score support |
|
|
|
Acura ILX 0.7004 0.8657 0.7743 216 |
|
Acura MDX 0.8211 0.7222 0.7685 216 |
|
Acura NSX 0.8434 0.7731 0.8068 216 |
|
Acura RDX 0.6456 0.8519 0.7345 216 |
|
Acura RLX 0.7159 0.8750 0.7875 216 |
|
Acura TLX 0.8125 0.9028 0.8553 216 |
|
Alfa Romeo 4C 0.9596 0.8796 0.9179 216 |
|
Alfa Romeo 4C Spider 0.9114 1.0000 0.9536 216 |
|
Alfa Romeo Giulia 0.9289 0.9676 0.9478 216 |
|
Alfa Romeo Stelvio 0.9721 0.9676 0.9698 216 |
|
Aston Martin DB11 0.9933 0.6898 0.8142 216 |
|
Aston Martin DBS 1.0000 0.6991 0.8229 216 |
|
Aston Martin Vanquish 0.9256 0.9213 0.9234 216 |
|
Aston Martin Vantage 0.6407 0.8791 0.7412 215 |
|
Audi A3 0.6429 0.6698 0.6560 215 |
|
Audi A4 0.6598 0.7395 0.6974 215 |
|
Audi A5 0.7440 0.7163 0.7299 215 |
|
Audi A6 0.6383 0.5556 0.5941 216 |
|
Audi A7 0.6611 0.7349 0.6960 215 |
|
Audi A8 0.6760 0.7860 0.7269 215 |
|
Audi Q3 0.9459 0.9767 0.9611 215 |
|
Audi Q5 0.7934 0.7860 0.7897 215 |
|
Audi Q7 0.8259 0.8565 0.8409 216 |
|
Audi Q8 0.9346 0.9302 0.9324 215 |
|
Audi R8 0.7215 0.7315 0.7264 216 |
|
Audi TT 0.6949 0.8791 0.7762 215 |
|
Audi e-tron 0.9908 1.0000 0.9954 216 |
|
BMW 2-Series 0.6548 0.5116 0.5744 215 |
|
BMW 3-Series 0.6575 0.6667 0.6621 216 |
|
BMW 4-Series 0.6411 0.7361 0.6853 216 |
|
BMW 5-Series 0.6224 0.4120 0.4958 216 |
|
BMW 6-Series 0.7765 0.6140 0.6857 215 |
|
BMW 7-Series 0.7195 0.7361 0.7277 216 |
|
BMW 8-Series 1.0000 0.8935 0.9438 216 |
|
BMW X1 0.8442 0.9070 0.8744 215 |
|
BMW X2 0.9231 1.0000 0.9600 216 |
|
BMW X3 0.7445 0.7824 0.7630 216 |
|
BMW X4 0.8700 0.8093 0.8386 215 |
|
BMW X5 0.7816 0.6326 0.6992 215 |
|
BMW X6 0.7137 0.7500 0.7314 216 |
|
BMW X7 0.9774 1.0000 0.9886 216 |
|
BMW Z4 0.8400 0.6837 0.7538 215 |
|
BMW i3 0.8729 0.9581 0.9135 215 |
|
BMW i8 0.8629 0.9907 0.9224 216 |
|
Bentley Bentayga 0.9591 0.9769 0.9679 216 |
|
Bentley Continental GT 0.7621 0.7269 0.7441 216 |
|
Bentley Flying Spur 0.7908 0.8750 0.8308 216 |
|
Bentley Mulsanne 0.8242 0.9769 0.8941 216 |
|
Buick Cascada 0.9770 0.9860 0.9815 215 |
|
Buick Enclave 0.7756 0.9120 0.8383 216 |
|
Buick Encore 0.8798 0.9491 0.9131 216 |
|
Buick Envision 0.8950 0.9861 0.9383 216 |
|
Buick Lacrosse 0.7005 0.6419 0.6699 215 |
|
Buick Regal 0.7939 0.6065 0.6877 216 |
|
Cadillac ATS 0.6867 0.7953 0.7371 215 |
|
Cadillac CT4 0.9908 1.0000 0.9954 216 |
|
Cadillac CT5 0.9908 1.0000 0.9954 216 |
|
Cadillac CT6 0.8472 0.8981 0.8719 216 |
|
Cadillac CTS 0.7337 0.6791 0.7053 215 |
|
Cadillac Escalade 0.8155 0.7814 0.7981 215 |
|
Cadillac XT4 1.0000 1.0000 1.0000 216 |
|
Cadillac XT5 0.9231 1.0000 0.9600 216 |
|
Cadillac XT6 0.9729 1.0000 0.9862 215 |
|
Cadillac XTS 0.8333 0.8565 0.8447 216 |
|
Chevrolet Blazer 0.9450 0.9537 0.9493 216 |
|
Chevrolet Bolt EV 1.0000 0.9769 0.9883 216 |
|
Chevrolet Camaro 0.7423 0.6698 0.7042 215 |
|
Chevrolet Colorado 0.7043 0.6093 0.6534 215 |
|
Chevrolet Corvette 0.8247 0.7407 0.7805 216 |
|
Chevrolet Cruze 0.7000 0.5833 0.6364 216 |
|
Chevrolet Equinox 0.7814 0.7814 0.7814 215 |
|
Chevrolet Impala 0.6955 0.9306 0.7960 216 |
|
Chevrolet Malibu 0.7562 0.5602 0.6436 216 |
|
Chevrolet Silverado 1500 0.6000 0.4167 0.4918 216 |
|
Chevrolet Silverado 2500HD 0.6494 0.7546 0.6981 216 |
|
Chevrolet Sonic 0.8925 0.8843 0.8884 216 |
|
Chevrolet Spark 0.8761 0.9209 0.8980 215 |
|
Chevrolet Suburban 0.8922 0.8426 0.8667 216 |
|
Chevrolet Tahoe 0.8914 0.9163 0.9037 215 |
|
Chevrolet TrailBlazer 0.9417 0.9722 0.9567 216 |
|
Chevrolet Traverse 0.8462 0.9167 0.8800 216 |
|
Chevrolet Trax 0.9381 0.9860 0.9615 215 |
|
Chevrolet Volt 0.7650 0.7721 0.7685 215 |
|
Chrysler 300 0.7261 0.8140 0.7675 215 |
|
Chrysler Pacifica 0.8233 0.8843 0.8527 216 |
|
Dodge Challenger 0.6932 0.8056 0.7452 216 |
|
Dodge Charger 0.6435 0.6435 0.6435 216 |
|
Dodge Durango 0.8832 0.8750 0.8791 216 |
|
Dodge Grand Caravan 0.9676 0.9676 0.9676 216 |
|
Dodge Journey 0.8286 0.9442 0.8826 215 |
|
FIAT 124 Spider 0.9953 0.9767 0.9859 215 |
|
FIAT 500 0.7944 0.7870 0.7907 216 |
|
FIAT 500L 0.9725 0.9860 0.9792 215 |
|
FIAT 500X 0.9513 0.9954 0.9729 216 |
|
FIAT 500e 0.9512 0.9028 0.9264 216 |
|
Ferrari 488 GTB 0.9633 0.9722 0.9677 216 |
|
Ferrari GTC4Lusso 1.0000 1.0000 1.0000 216 |
|
Ferrari Portofino 1.0000 1.0000 1.0000 216 |
|
Ford Ecosport 0.9729 1.0000 0.9862 215 |
|
Ford Edge 0.8621 0.4630 0.6024 216 |
|
Ford Escape 0.8973 0.6065 0.7238 216 |
|
Ford Expedition 0.8646 0.7685 0.8137 216 |
|
Ford Explorer 0.8048 0.7860 0.7953 215 |
|
Ford F-150 0.6718 0.6093 0.6390 215 |
|
Ford Fiesta 0.7425 0.5741 0.6475 216 |
|
Ford Flex 0.8688 0.8889 0.8787 216 |
|
Ford Fusion 0.7571 0.7395 0.7482 215 |
|
Ford Mustang 0.6471 0.5093 0.5699 216 |
|
Ford Ranger 0.8861 0.8287 0.8565 216 |
|
Ford Super Duty F-250 0.7540 0.8698 0.8078 215 |
|
Ford Taurus 0.7108 0.8233 0.7629 215 |
|
Ford Transit Connect Wagon 0.9809 0.9535 0.9670 215 |
|
GMC Acadia 0.9272 0.8884 0.9074 215 |
|
GMC Canyon 0.7717 0.9074 0.8340 216 |
|
GMC Sierra 1500 0.5957 0.3889 0.4706 216 |
|
GMC Sierra 2500HD 0.7056 0.6435 0.6731 216 |
|
GMC Terrain 0.8878 0.8426 0.8646 216 |
|
GMC Yukon 0.9224 0.9395 0.9309 215 |
|
Genesis G70 0.9904 0.9628 0.9764 215 |
|
Genesis G80 0.9474 1.0000 0.9730 216 |
|
Genesis G90 0.8777 0.9349 0.9054 215 |
|
Honda Accord 0.8019 0.3935 0.5280 216 |
|
Honda CR-V 0.7714 0.7535 0.7624 215 |
|
Honda Civic 0.6837 0.3102 0.4268 216 |
|
Honda Clarity 0.7886 0.8981 0.8398 216 |
|
Honda Fit 0.7865 0.7023 0.7420 215 |
|
Honda HR-V 0.9244 0.9630 0.9433 216 |
|
Honda Insight 0.7238 0.8047 0.7621 215 |
|
Honda Odyssey 0.8643 0.8843 0.8741 216 |
|
Honda Passport 0.8898 0.9767 0.9313 215 |
|
Honda Pilot 0.8009 0.7860 0.7934 215 |
|
Honda Ridgeline 0.7760 0.8981 0.8326 216 |
|
Hyundai Accent 0.7577 0.7963 0.7765 216 |
|
Hyundai Elantra 0.6067 0.5023 0.5496 215 |
|
Hyundai Ioniq 0.8361 0.9256 0.8786 215 |
|
Hyundai Kona 0.9899 0.9120 0.9494 216 |
|
Hyundai Kona Electric 0.9188 1.0000 0.9577 215 |
|
Hyundai NEXO 1.0000 1.0000 1.0000 215 |
|
Hyundai Palisade 0.9515 1.0000 0.9752 216 |
|
Hyundai Santa Fe 0.8392 0.5581 0.6704 215 |
|
Hyundai Sonata 0.5817 0.5628 0.5721 215 |
|
Hyundai Tucson 0.9249 0.7442 0.8247 215 |
|
Hyundai Veloster 0.8249 0.8287 0.8268 216 |
|
Hyundai Venue 0.9774 1.0000 0.9886 216 |
|
INFINITI Q50 0.8725 0.8279 0.8496 215 |
|
INFINITI Q60 0.8565 0.9398 0.8962 216 |
|
INFINITI Q70 0.9450 0.9537 0.9493 216 |
|
INFINITI QX30 0.9908 1.0000 0.9954 216 |
|
INFINITI QX50 0.8445 0.9349 0.8874 215 |
|
INFINITI QX60 0.8919 0.9167 0.9041 216 |
|
INFINITI QX80 0.9159 0.9628 0.9388 215 |
|
Jaguar E-Pace 0.9818 1.0000 0.9908 216 |
|
Jaguar F-Pace 0.9798 0.8981 0.9372 216 |
|
Jaguar F-Type 0.8768 0.8279 0.8517 215 |
|
Jaguar I-Pace 0.8471 0.9535 0.8972 215 |
|
Jaguar XE 0.7984 0.9167 0.8534 216 |
|
Jaguar XF 0.7467 0.5209 0.6137 215 |
|
Jaguar XJ 0.7568 0.7778 0.7671 216 |
|
Jeep Cherokee 0.9122 0.8698 0.8905 215 |
|
Jeep Compass 0.8756 0.8837 0.8796 215 |
|
Jeep Gladiator 1.0000 1.0000 1.0000 216 |
|
Jeep Grand Cherokee 0.8950 0.8287 0.8606 216 |
|
Jeep Renegade 0.9816 0.9861 0.9838 216 |
|
Jeep Wrangler 0.9810 0.9583 0.9696 216 |
|
Kia Cadenza 0.8164 0.9721 0.8875 215 |
|
Kia Forte 0.5972 0.5860 0.5915 215 |
|
Kia K900 0.9149 1.0000 0.9556 215 |
|
Kia Niro 0.8077 0.9722 0.8824 216 |
|
Kia Optima 0.7009 0.7269 0.7136 216 |
|
Kia Rio 0.7089 0.6991 0.7040 216 |
|
Kia Sedona 0.8475 0.9259 0.8850 216 |
|
Kia Sorento 0.7299 0.7163 0.7230 215 |
|
Kia Soul 0.7432 0.8884 0.8093 215 |
|
Kia Soul EV 0.9498 0.9674 0.9585 215 |
|
Kia Sportage 0.9100 0.8889 0.8993 216 |
|
Kia Stinger 0.9862 1.0000 0.9931 215 |
|
Kia Telluride 0.9163 0.9674 0.9412 215 |
|
Lamborghini Aventador 1.0000 1.0000 1.0000 215 |
|
Lamborghini Huracan 0.9488 0.9488 0.9488 215 |
|
Lamborghini Urus 0.9954 1.0000 0.9977 215 |
|
Land Rover Defender 0.9954 1.0000 0.9977 215 |
|
Land Rover Discovery 0.8793 0.9488 0.9128 215 |
|
Land Rover Discovery Sport 0.8723 0.9535 0.9111 215 |
|
Land Rover Range Rover 0.6016 0.7130 0.6525 216 |
|
Land Rover Range Rover Evoque 0.8807 0.8930 0.8868 215 |
|
Land Rover Range Rover Sport 0.7353 0.6944 0.7143 216 |
|
Land Rover Range Rover Velar 0.9770 0.9815 0.9792 216 |
|
Lexus ES 0.7277 0.7917 0.7583 216 |
|
Lexus GS 0.8247 0.7407 0.7805 216 |
|
Lexus GX 0.9177 0.9860 0.9507 215 |
|
Lexus IS 0.8095 0.7907 0.8000 215 |
|
Lexus LC 0.9685 1.0000 0.9840 215 |
|
Lexus LS 0.8419 0.8419 0.8419 215 |
|
Lexus LX 0.8750 0.8102 0.8413 216 |
|
Lexus NX 0.8846 0.9628 0.9220 215 |
|
Lexus RC 0.8211 0.8287 0.8249 216 |
|
Lexus RX 0.7611 0.7963 0.7783 216 |
|
Lexus UX 0.9513 1.0000 0.9751 215 |
|
Lincoln Aviator 0.9183 0.8884 0.9031 215 |
|
Lincoln Continental 0.7711 0.8889 0.8258 216 |
|
Lincoln Corsair 0.9191 1.0000 0.9579 216 |
|
Lincoln MKC 0.9635 0.9814 0.9724 215 |
|
Lincoln MKT 0.8814 0.9630 0.9204 216 |
|
Lincoln MKZ 0.7788 0.7824 0.7806 216 |
|
Lincoln Nautilus 0.9452 0.9628 0.9539 215 |
|
Lincoln Navigator 0.8767 0.8889 0.8828 216 |
|
MINI Clubman 0.8733 0.8935 0.8833 216 |
|
MINI Cooper 0.8155 0.7778 0.7962 216 |
|
MINI Cooper Countryman 0.8386 0.8698 0.8539 215 |
|
Maserati Ghibli 0.9427 0.9907 0.9661 216 |
|
Maserati GranTurismo 0.8357 0.8241 0.8298 216 |
|
Maserati Levante 0.9773 1.0000 0.9885 215 |
|
Maserati Quattroporte 0.9019 0.8977 0.8998 215 |
|
Mazda CX-3 0.9378 0.9769 0.9569 216 |
|
Mazda CX-30 0.9600 1.0000 0.9796 216 |
|
Mazda CX-5 0.8778 0.7315 0.7980 216 |
|
Mazda CX-9 0.8718 0.9444 0.9067 216 |
|
Mazda MAZDA3 0.7041 0.6389 0.6699 216 |
|
Mazda MAZDA6 0.6951 0.7176 0.7062 216 |
|
Mazda MX-5 Miata 0.8889 0.7778 0.8296 216 |
|
Mazda Mazda3 Hatchback 0.9954 1.0000 0.9977 215 |
|
McLaren 570GT 1.0000 1.0000 1.0000 216 |
|
McLaren 570S 1.0000 1.0000 1.0000 215 |
|
McLaren 720S 0.9774 1.0000 0.9886 216 |
|
Mercedes-Benz A Class 0.9474 1.0000 0.9730 216 |
|
Mercedes-Benz AMG GT 0.9295 0.9769 0.9526 216 |
|
Mercedes-Benz C Class 0.6261 0.3333 0.4350 216 |
|
Mercedes-Benz CLA Class 0.7036 0.9120 0.7944 216 |
|
Mercedes-Benz CLS Class 0.6714 0.6620 0.6667 216 |
|
Mercedes-Benz E Class 0.7026 0.6343 0.6667 216 |
|
Mercedes-Benz EQC 0.9862 1.0000 0.9931 215 |
|
Mercedes-Benz G Class 0.8390 0.9209 0.8780 215 |
|
Mercedes-Benz GLA Class 0.7935 0.9116 0.8485 215 |
|
Mercedes-Benz GLB Class 0.9389 1.0000 0.9685 215 |
|
Mercedes-Benz GLC Class 0.7989 0.6465 0.7147 215 |
|
Mercedes-Benz GLE Class 0.9103 0.6605 0.7655 215 |
|
Mercedes-Benz GLS Class 0.8471 1.0000 0.9172 216 |
|
Mercedes-Benz Metris 0.9774 1.0000 0.9886 216 |
|
Mercedes-Benz S Class 0.6364 0.5509 0.5906 216 |
|
Mercedes-Benz SL Class 0.7160 0.8326 0.7699 215 |
|
Mercedes-Benz SLC Class 0.9381 0.9815 0.9593 216 |
|
Mitsubishi Eclipse Cross 0.9908 1.0000 0.9954 216 |
|
Mitsubishi Mirage 0.8481 0.9349 0.8894 215 |
|
Mitsubishi Outlander 0.8554 0.6574 0.7435 216 |
|
Mitsubishi Outlander Sport 0.7600 0.8796 0.8155 216 |
|
Nissan 370Z 0.9742 0.8750 0.9220 216 |
|
Nissan Altima 0.8353 0.6605 0.7377 215 |
|
Nissan Armada 0.9193 0.9491 0.9339 216 |
|
Nissan Frontier 0.8738 0.8698 0.8718 215 |
|
Nissan GT-R 0.6301 0.7176 0.6710 216 |
|
Nissan Kicks 0.9474 1.0000 0.9730 216 |
|
Nissan Leaf 0.7673 0.7176 0.7416 216 |
|
Nissan Maxima 0.8479 0.8558 0.8519 215 |
|
Nissan Murano 0.8726 0.8605 0.8665 215 |
|
Nissan NV200 1.0000 1.0000 1.0000 215 |
|
Nissan Pathfinder 0.8028 0.8102 0.8065 216 |
|
Nissan Rogue 0.7822 0.8148 0.7982 216 |
|
Nissan Rogue Sport 0.9773 1.0000 0.9885 215 |
|
Nissan Sentra 0.6009 0.6343 0.6171 216 |
|
Nissan Titan 0.8042 0.7037 0.7506 216 |
|
Nissan Versa 0.7770 0.5023 0.6102 215 |
|
Porsche 718 0.9106 0.9907 0.9490 216 |
|
Porsche 718 Spyder 1.0000 1.0000 1.0000 216 |
|
Porsche 911 0.7701 0.6667 0.7146 216 |
|
Porsche Cayenne 0.7701 0.6667 0.7146 216 |
|
Porsche Macan 0.8432 0.9256 0.8825 215 |
|
Porsche Panamera 0.7018 0.7407 0.7207 216 |
|
Porsche Taycan 0.9336 0.9769 0.9548 216 |
|
Ram 1500 0.7523 0.7767 0.7643 215 |
|
Ram 2500 0.8287 0.8287 0.8287 216 |
|
Rolls-Royce Cullinan 0.9903 0.9491 0.9693 216 |
|
Rolls-Royce Dawn 1.0000 1.0000 1.0000 216 |
|
Rolls-Royce Ghost 0.9279 0.9581 0.9428 215 |
|
Rolls-Royce Phantom 0.9641 0.9954 0.9795 216 |
|
Rolls-Royce Wraith 1.0000 1.0000 1.0000 216 |
|
Subaru Ascent 0.8458 0.9907 0.9126 216 |
|
Subaru BRZ 0.8272 0.9306 0.8758 216 |
|
Subaru Crosstrek 0.8599 0.8279 0.8436 215 |
|
Subaru Forester 0.7889 0.7269 0.7566 216 |
|
Subaru Impreza 0.6215 0.6186 0.6200 215 |
|
Subaru Legacy 0.5024 0.4791 0.4905 215 |
|
Subaru Outback 0.7438 0.8333 0.7860 216 |
|
Subaru STI S209 1.0000 1.0000 1.0000 215 |
|
Subaru WRX 0.6816 0.7767 0.7261 215 |
|
Tesla Model 3 0.9310 1.0000 0.9643 216 |
|
Tesla Model S 0.7881 0.8611 0.8230 216 |
|
Tesla Model X 0.9908 1.0000 0.9954 216 |
|
Tesla Model Y 1.0000 1.0000 1.0000 216 |
|
Toyota 4Runner 0.9167 0.9167 0.9167 216 |
|
Toyota 86 1.0000 1.0000 1.0000 216 |
|
Toyota Avalon 0.7880 0.6713 0.7250 216 |
|
Toyota C-HR 0.9515 1.0000 0.9752 216 |
|
Toyota Camry 0.6745 0.6620 0.6682 216 |
|
Toyota Corolla 0.7586 0.6140 0.6787 215 |
|
Toyota Highlander 0.8539 0.7037 0.7716 216 |
|
Toyota Land Cruiser 0.9147 0.8935 0.9040 216 |
|
Toyota Mirai 0.9127 0.9676 0.9393 216 |
|
Toyota Prius 0.6484 0.7721 0.7049 215 |
|
Toyota Prius C 0.7092 0.9302 0.8048 215 |
|
Toyota RAV4 0.7403 0.6233 0.6768 215 |
|
Toyota Sequoia 0.9217 0.9259 0.9238 216 |
|
Toyota Sienna 0.9703 0.9074 0.9378 216 |
|
Toyota Supra 0.9505 0.9769 0.9635 216 |
|
Toyota Tacoma 0.6969 0.8233 0.7548 215 |
|
Toyota Tundra 0.7376 0.6930 0.7146 215 |
|
Toyota Yaris 0.6806 0.4537 0.5444 216 |
|
Toyota Yaris Hatchback 1.0000 1.0000 1.0000 216 |
|
Volkswagen Arteon 0.9471 1.0000 0.9729 215 |
|
Volkswagen Atlas 0.8921 1.0000 0.9430 215 |
|
Volkswagen Beetle 0.7839 0.8565 0.8186 216 |
|
Volkswagen Golf 0.7040 0.7269 0.7153 216 |
|
Volkswagen Jetta 0.5907 0.7083 0.6442 216 |
|
Volkswagen Passat 0.6947 0.4233 0.5260 215 |
|
Volkswagen Tiguan 0.7926 0.8000 0.7963 215 |
|
Volkswagen e-Golf 0.8584 0.9259 0.8909 216 |
|
Volvo S60 0.6640 0.3843 0.4868 216 |
|
Volvo S90 0.7878 0.8935 0.8373 216 |
|
Volvo V60 0.6966 0.7546 0.7244 216 |
|
Volvo V90 0.8833 0.9860 0.9319 215 |
|
Volvo XC40 0.9729 1.0000 0.9862 215 |
|
Volvo XC60 0.7841 0.8241 0.8036 216 |
|
Volvo XC90 0.8528 0.7778 0.8136 216 |
|
smart fortwo 0.8418 0.7639 0.8010 216 |
|
|
|
accuracy 0.8410 69639 |
|
macro avg 0.8406 0.8410 0.8372 69639 |
|
weighted avg 0.8406 0.8410 0.8372 69639 |
|
``` |
