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dima806
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car_brands_image_detection

Image Classification
Transformers
PyTorch
Safetensors
vit
Inference Endpoints
Model card Files Community
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@@ -9,338 +9,338 @@ Returns car brand given an image with about 91% accuracy.
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  See https://www.kaggle.com/code/dima806/car-model-image-detection-vit for more details.
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  ```
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- Accuracy: 0.9121
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- F1 Score: 0.9109
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  Classification report:
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  precision recall f1-score support
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- Acura ILX 0.9251 0.9767 0.9502 215
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- Acura MDX 0.9771 0.7953 0.8769 215
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- Acura NSX 0.9249 0.9163 0.9206 215
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- Acura RDX 0.9375 0.9028 0.9198 216
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- Acura RLX 0.8756 0.9163 0.8955 215
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- Acura TLX 0.9457 0.9676 0.9565 216
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- Alfa Romeo 4C 0.9805 0.9306 0.9549 216
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- Alfa Romeo 4C Spider 0.9351 1.0000 0.9664 216
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  Alfa Romeo Giulia 0.9640 0.9953 0.9794 215
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- Alfa Romeo Stelvio 1.0000 1.0000 1.0000 216
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- Aston Martin DB11 0.9818 1.0000 0.9908 216
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- Aston Martin DBS 0.9771 0.9907 0.9838 215
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- Aston Martin Vanquish 0.9761 0.9444 0.9600 216
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- Aston Martin Vantage 0.8873 0.8791 0.8832 215
33
- Audi A3 0.8257 0.8372 0.8314 215
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- Audi A4 0.8607 0.8009 0.8297 216
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- Audi A5 0.8251 0.8519 0.8383 216
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- Audi A6 0.7778 0.8140 0.7955 215
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- Audi A7 0.7237 0.8611 0.7865 216
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- Audi A8 0.8398 0.8981 0.8680 216
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- Audi Q3 0.9685 1.0000 0.9840 215
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- Audi Q5 0.8383 0.9163 0.8756 215
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- Audi Q7 0.9476 0.9256 0.9365 215
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- Audi Q8 0.9934 0.6991 0.8207 216
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- Audi R8 0.8043 0.8750 0.8381 216
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- Audi TT 0.8632 0.9395 0.8998 215
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- Audi e-tron 1.0000 0.9259 0.9615 216
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- BMW 2-Series 0.8698 0.8698 0.8698 215
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- BMW 3-Series 0.8564 0.7731 0.8127 216
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- BMW 4-Series 0.8376 0.9074 0.8711 216
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- BMW 5-Series 0.8395 0.6296 0.7196 216
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- BMW 6-Series 0.8450 0.7824 0.8125 216
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- BMW 7-Series 0.9457 0.8056 0.8700 216
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- BMW 8-Series 1.0000 0.9442 0.9713 215
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- BMW X1 0.9254 0.9769 0.9505 216
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- BMW X2 1.0000 0.5442 0.7048 215
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- BMW X3 0.8700 0.9023 0.8858 215
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- BMW X4 0.9832 0.8148 0.8911 216
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- BMW X5 0.9180 0.7814 0.8442 215
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- BMW X6 0.7542 0.8380 0.7939 216
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- BMW X7 1.0000 1.0000 1.0000 215
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- BMW Z4 0.8785 0.8744 0.8765 215
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- BMW i3 0.9167 0.9676 0.9414 216
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- BMW i8 0.9427 0.9907 0.9661 216
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- Bentley Bentayga 0.9863 1.0000 0.9931 216
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- Bentley Continental GT 0.8605 0.8605 0.8605 215
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- Bentley Flying Spur 0.8519 0.9583 0.9020 216
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- Bentley Mulsanne 0.9267 0.9954 0.9598 216
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- Buick Cascada 0.9817 0.9954 0.9885 216
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- Buick Enclave 0.9502 0.9722 0.9611 216
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- Buick Encore 0.9548 0.9814 0.9679 215
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- Buick Envision 0.9730 1.0000 0.9863 216
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- Buick Lacrosse 0.7602 0.8698 0.8113 215
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- Buick Regal 0.9062 0.6744 0.7733 215
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- Cadillac ATS 0.7969 0.9674 0.8739 215
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  Cadillac CT4 1.0000 1.0000 1.0000 216
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- Cadillac CT5 1.0000 1.0000 1.0000 216
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- Cadillac CT6 0.9842 0.8657 0.9212 216
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- Cadillac CTS 0.9302 0.7442 0.8269 215
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- Cadillac Escalade 0.9704 0.9120 0.9403 216
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- Cadillac XT4 0.9954 1.0000 0.9977 216
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- Cadillac XT5 0.9391 1.0000 0.9686 216
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  Cadillac XT6 1.0000 1.0000 1.0000 216
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- Cadillac XTS 0.8532 0.9954 0.9188 216
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- Chevrolet Blazer 0.9815 0.9860 0.9838 215
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- Chevrolet Bolt EV 1.0000 1.0000 1.0000 215
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- Chevrolet Camaro 0.8287 0.8326 0.8306 215
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- Chevrolet Colorado 0.7747 0.9074 0.8358 216
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- Chevrolet Corvette 0.8750 0.8140 0.8434 215
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- Chevrolet Cruze 0.8981 0.6528 0.7560 216
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- Chevrolet Equinox 0.7837 0.8889 0.8330 216
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- Chevrolet Impala 0.9852 0.9259 0.9547 216
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- Chevrolet Malibu 0.7303 0.8186 0.7719 215
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- Chevrolet Silverado 1500 0.7979 0.6977 0.7444 215
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- Chevrolet Silverado 2500HD 0.7870 0.8380 0.8117 216
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- Chevrolet Sonic 0.9130 0.9722 0.9417 216
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- Chevrolet Spark 0.9862 0.9954 0.9908 216
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- Chevrolet Suburban 0.9526 0.8380 0.8916 216
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- Chevrolet Tahoe 0.8667 0.9630 0.9123 216
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- Chevrolet TrailBlazer 0.9899 0.9074 0.9469 216
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- Chevrolet Traverse 1.0000 0.4744 0.6435 215
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- Chevrolet Trax 1.0000 0.9907 0.9953 215
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- Chevrolet Volt 0.8017 0.8981 0.8472 216
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- Chrysler 300 0.8276 0.8930 0.8591 215
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- Chrysler Pacifica 0.9714 0.9444 0.9577 216
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- Dodge Challenger 0.7976 0.9306 0.8590 216
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- Dodge Charger 0.8394 0.7535 0.7941 215
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- Dodge Durango 0.9321 0.9537 0.9428 216
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- Dodge Grand Caravan 1.0000 0.9861 0.9930 216
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- Dodge Journey 0.9583 0.9583 0.9583 216
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- FIAT 124 Spider 0.9643 1.0000 0.9818 216
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- FIAT 500 0.8995 0.9163 0.9078 215
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- FIAT 500L 1.0000 1.0000 1.0000 216
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- FIAT 500X 0.9954 1.0000 0.9977 215
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- FIAT 500e 0.9721 0.9721 0.9721 215
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- Ferrari 488 GTB 0.9863 1.0000 0.9931 216
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- Ferrari GTC4Lusso 1.0000 1.0000 1.0000 216
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- Ferrari Portofino 1.0000 1.0000 1.0000 215
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  Ford Ecosport 1.0000 1.0000 1.0000 215
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- Ford Edge 0.8077 0.8791 0.8419 215
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- Ford Escape 0.8696 0.7407 0.8000 216
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- Ford Expedition 0.9741 0.8704 0.9193 216
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- Ford Explorer 0.8798 0.8472 0.8632 216
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- Ford F-150 0.7768 0.8056 0.7909 216
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- Ford Fiesta 0.8663 0.8102 0.8373 216
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- Ford Flex 0.9812 0.9721 0.9766 215
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- Ford Fusion 0.9415 0.7488 0.8342 215
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- Ford Mustang 0.8098 0.7685 0.7886 216
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- Ford Ranger 0.9439 0.8565 0.8981 216
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- Ford Super Duty F-250 0.8889 0.8930 0.8910 215
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- Ford Taurus 0.8667 0.8465 0.8565 215
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- Ford Transit Connect Wagon 0.9908 1.0000 0.9954 215
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- GMC Acadia 0.9279 0.9537 0.9406 216
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- GMC Canyon 0.9078 0.8657 0.8863 216
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- GMC Sierra 1500 0.8249 0.6791 0.7449 215
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- GMC Sierra 2500HD 0.7636 0.7778 0.7706 216
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- GMC Terrain 0.9067 0.9444 0.9252 216
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- GMC Yukon 0.9330 0.9676 0.9500 216
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  Genesis G70 1.0000 0.7917 0.8837 216
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- Genesis G80 0.9729 1.0000 0.9862 215
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- Genesis G90 0.8606 1.0000 0.9251 216
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- Honda Accord 0.7500 0.5278 0.6196 216
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- Honda CR-V 0.9147 0.8935 0.9040 216
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- Honda Civic 0.7985 0.4954 0.6114 216
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- Honda Clarity 0.9752 0.9163 0.9448 215
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- Honda Fit 0.8905 0.8657 0.8779 216
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- Honda HR-V 0.9685 1.0000 0.9840 215
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- Honda Insight 0.8282 0.8704 0.8488 216
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- Honda Odyssey 0.8974 0.9722 0.9333 216
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- Honda Passport 0.9771 0.9861 0.9816 216
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- Honda Pilot 0.9022 0.9442 0.9227 215
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- Honda Ridgeline 0.8836 0.9535 0.9172 215
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- Hyundai Accent 0.8462 0.9167 0.8800 216
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- Hyundai Elantra 0.7427 0.5907 0.6580 215
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- Hyundai Ioniq 0.9231 1.0000 0.9600 216
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- Hyundai Kona 1.0000 0.8981 0.9463 216
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- Hyundai Kona Electric 0.8926 1.0000 0.9432 216
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- Hyundai NEXO 1.0000 1.0000 1.0000 216
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- Hyundai Palisade 1.0000 0.9814 0.9906 215
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- Hyundai Santa Fe 0.7137 0.8194 0.7629 216
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- Hyundai Sonata 0.7350 0.6806 0.7067 216
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- Hyundai Tucson 0.8539 0.8657 0.8598 216
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- Hyundai Veloster 0.9623 0.9488 0.9555 215
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- Hyundai Venue 1.0000 1.0000 1.0000 215
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- INFINITI Q50 0.9286 0.8426 0.8835 216
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- INFINITI Q60 0.8776 0.9954 0.9328 216
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- INFINITI Q70 1.0000 0.9722 0.9859 216
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- INFINITI QX30 1.0000 1.0000 1.0000 215
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- INFINITI QX50 0.9851 0.9213 0.9522 216
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- INFINITI QX60 0.9671 0.9581 0.9626 215
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- INFINITI QX80 0.9372 0.9676 0.9522 216
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- Jaguar E-Pace 0.9863 1.0000 0.9931 216
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- Jaguar F-Pace 0.9812 0.9721 0.9766 215
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- Jaguar F-Type 0.8194 0.8611 0.8397 216
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- Jaguar I-Pace 0.9227 1.0000 0.9598 215
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- Jaguar XE 0.9450 0.9581 0.9515 215
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- Jaguar XF 0.8534 0.7546 0.8010 216
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- Jaguar XJ 0.8426 0.9167 0.8780 216
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- Jeep Cherokee 0.9505 0.9769 0.9635 216
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  Jeep Compass 0.9811 0.9630 0.9720 216
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- Jeep Gladiator 0.9954 1.0000 0.9977 216
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- Jeep Grand Cherokee 0.9695 0.8843 0.9249 216
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- Jeep Renegade 0.9863 1.0000 0.9931 216
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- Jeep Wrangler 0.9906 0.9722 0.9813 216
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  Kia Cadenza 0.8816 1.0000 0.9371 216
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- Kia Forte 0.7317 0.6977 0.7143 215
185
- Kia K900 0.9908 1.0000 0.9954 216
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- Kia Niro 0.9177 0.9815 0.9485 216
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- Kia Optima 0.7695 0.9120 0.8347 216
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- Kia Rio 0.8364 0.8287 0.8326 216
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- Kia Sedona 0.9369 0.9630 0.9498 216
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- Kia Sorento 0.8368 0.9259 0.8791 216
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- Kia Soul 0.9306 0.9306 0.9306 216
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- Kia Soul EV 0.9730 1.0000 0.9863 216
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- Kia Sportage 0.9636 0.9815 0.9725 216
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  Kia Stinger 1.0000 1.0000 1.0000 215
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- Kia Telluride 0.9641 1.0000 0.9817 215
196
  Lamborghini Aventador 1.0000 1.0000 1.0000 215
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- Lamborghini Huracan 0.9860 0.9769 0.9814 216
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- Lamborghini Urus 0.9685 1.0000 0.9840 215
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- Land Rover Defender 1.0000 1.0000 1.0000 216
200
- Land Rover Discovery 0.9595 0.9907 0.9748 215
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- Land Rover Discovery Sport 0.9897 0.8935 0.9392 216
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- Land Rover Range Rover 0.7529 0.8930 0.8170 215
203
- Land Rover Range Rover Evoque 0.8802 0.9907 0.9322 215
204
- Land Rover Range Rover Sport 0.8279 0.8241 0.8260 216
205
- Land Rover Range Rover Velar 1.0000 0.8465 0.9169 215
206
- Lexus ES 0.9095 0.8380 0.8723 216
207
- Lexus GS 0.8155 0.8837 0.8482 215
208
- Lexus GX 0.9908 1.0000 0.9954 215
209
- Lexus IS 0.8475 0.8791 0.8630 215
210
- Lexus LC 1.0000 1.0000 1.0000 215
211
- Lexus LS 0.9369 0.9630 0.9498 216
212
- Lexus LX 0.8681 0.9488 0.9067 215
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- Lexus NX 0.9541 0.9630 0.9585 216
214
- Lexus RC 0.8802 0.9907 0.9322 215
215
- Lexus RX 0.8991 0.9491 0.9234 216
216
  Lexus UX 0.9954 1.0000 0.9977 215
217
- Lincoln Aviator 0.9134 0.9814 0.9462 215
218
- Lincoln Continental 0.8809 0.9628 0.9200 215
219
- Lincoln Corsair 1.0000 0.9581 0.9786 215
220
- Lincoln MKC 0.9773 1.0000 0.9885 215
221
- Lincoln MKT 0.9286 0.9630 0.9455 216
222
- Lincoln MKZ 0.9517 0.9163 0.9336 215
223
- Lincoln Nautilus 0.9636 0.9815 0.9725 216
224
- Lincoln Navigator 0.9241 0.9628 0.9431 215
225
- MINI Clubman 0.9674 0.9630 0.9652 216
226
- MINI Cooper 0.9409 0.8843 0.9117 216
227
- MINI Cooper Countryman 0.9535 0.9491 0.9513 216
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- Maserati Ghibli 1.0000 0.9953 0.9977 215
229
- Maserati GranTurismo 0.9038 0.8744 0.8889 215
230
- Maserati Levante 1.0000 0.9398 0.9690 216
231
- Maserati Quattroporte 0.9671 0.9537 0.9604 216
232
- Mazda CX-3 1.0000 0.9954 0.9977 216
233
- Mazda CX-30 1.0000 1.0000 1.0000 216
234
- Mazda CX-5 0.8615 0.9213 0.8904 216
235
- Mazda CX-9 0.9177 0.9860 0.9507 215
236
- Mazda MAZDA3 0.7868 0.7209 0.7524 215
237
- Mazda MAZDA6 0.8773 0.8935 0.8853 216
238
- Mazda MX-5 Miata 0.9124 0.9209 0.9167 215
239
- Mazda Mazda3 Hatchback 0.9954 1.0000 0.9977 215
240
  McLaren 570GT 1.0000 1.0000 1.0000 216
241
- McLaren 570S 0.9908 1.0000 0.9954 215
242
- McLaren 720S 0.9954 1.0000 0.9977 216
243
- Mercedes-Benz A Class 0.9954 1.0000 0.9977 216
244
- Mercedes-Benz AMG GT 0.9558 1.0000 0.9774 216
245
- Mercedes-Benz C Class 0.7403 0.6233 0.6768 215
246
- Mercedes-Benz CLA Class 0.9151 0.8981 0.9065 216
247
- Mercedes-Benz CLS Class 0.8186 0.8605 0.8390 215
248
- Mercedes-Benz E Class 0.7524 0.7349 0.7435 215
249
  Mercedes-Benz EQC 1.0000 1.0000 1.0000 215
250
- Mercedes-Benz G Class 0.9531 0.9398 0.9464 216
251
- Mercedes-Benz GLA Class 0.8631 0.9630 0.9103 216
252
  Mercedes-Benz GLB Class 0.9908 1.0000 0.9954 216
253
- Mercedes-Benz GLC Class 0.7585 0.8326 0.7938 215
254
- Mercedes-Benz GLE Class 0.8376 0.9074 0.8711 216
255
- Mercedes-Benz GLS Class 0.9908 1.0000 0.9954 215
256
- Mercedes-Benz Metris 0.9954 1.0000 0.9977 216
257
- Mercedes-Benz S Class 0.7350 0.7963 0.7644 216
258
- Mercedes-Benz SL Class 0.8655 0.8977 0.8813 215
259
- Mercedes-Benz SLC Class 0.9863 1.0000 0.9931 216
260
  Mitsubishi Eclipse Cross 1.0000 1.0000 1.0000 216
261
- Mitsubishi Mirage 0.8755 0.9814 0.9254 215
262
- Mitsubishi Outlander 0.8602 0.9398 0.8982 216
263
- Mitsubishi Outlander Sport 0.9442 0.9398 0.9420 216
264
- Nissan 370Z 0.9896 0.8837 0.9337 215
265
- Nissan Altima 0.7832 0.8194 0.8009 216
266
- Nissan Armada 0.9856 0.9581 0.9717 215
267
- Nissan Frontier 0.9537 0.9581 0.9559 215
268
- Nissan GT-R 0.8774 0.8651 0.8712 215
269
- Nissan Kicks 0.9908 1.0000 0.9954 216
270
- Nissan Leaf 0.7262 0.8843 0.7975 216
271
- Nissan Maxima 0.8814 0.9674 0.9224 215
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- Nissan Murano 0.9431 0.9256 0.9343 215
273
- Nissan NV200 0.9954 1.0000 0.9977 215
274
- Nissan Pathfinder 0.9213 0.9213 0.9213 216
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- Nissan Rogue 0.9289 0.9074 0.9180 216
276
- Nissan Rogue Sport 0.9908 1.0000 0.9954 216
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- Nissan Sentra 0.8362 0.6852 0.7532 216
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- Nissan Titan 0.7360 0.8558 0.7914 215
279
- Nissan Versa 0.8342 0.7721 0.8019 215
280
- Porsche 718 0.9513 1.0000 0.9751 215
281
- Porsche 718 Spyder 1.0000 1.0000 1.0000 216
282
- Porsche 911 0.9167 0.7163 0.8042 215
283
- Porsche Cayenne 0.7951 0.8981 0.8435 216
284
- Porsche Macan 0.9213 0.9213 0.9213 216
285
- Porsche Panamera 0.8298 0.9028 0.8647 216
286
- Porsche Taycan 0.9556 1.0000 0.9773 215
287
- Ram 1500 0.9271 0.8241 0.8725 216
288
- Ram 2500 0.9074 0.9074 0.9074 216
289
- Rolls-Royce Cullinan 0.9862 1.0000 0.9931 215
290
- Rolls-Royce Dawn 0.9954 1.0000 0.9977 215
291
- Rolls-Royce Ghost 0.9811 0.9630 0.9720 216
292
- Rolls-Royce Phantom 0.9474 1.0000 0.9730 216
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- Rolls-Royce Wraith 1.0000 0.9630 0.9811 216
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- Subaru Ascent 0.9554 0.9907 0.9727 216
295
- Subaru BRZ 0.8987 0.9861 0.9404 216
296
- Subaru Crosstrek 0.9406 0.9537 0.9471 216
297
- Subaru Forester 0.9054 0.9306 0.9178 216
298
- Subaru Impreza 0.7286 0.6744 0.7005 215
299
- Subaru Legacy 0.6564 0.6930 0.6742 215
300
- Subaru Outback 0.8609 0.9167 0.8879 216
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  Subaru STI S209 1.0000 1.0000 1.0000 216
302
- Subaru WRX 0.8884 0.9213 0.9045 216
303
- Tesla Model 3 0.9730 1.0000 0.9863 216
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- Tesla Model S 0.9017 0.9769 0.9378 216
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- Tesla Model X 0.9729 1.0000 0.9862 215
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- Tesla Model Y 1.0000 1.0000 1.0000 216
307
- Toyota 4Runner 0.9471 0.9954 0.9707 216
308
  Toyota 86 0.9954 1.0000 0.9977 215
309
- Toyota Avalon 0.9077 0.8233 0.8634 215
310
- Toyota C-HR 0.9817 0.9954 0.9885 216
311
- Toyota Camry 0.6816 0.8465 0.7552 215
312
- Toyota Corolla 0.7404 0.7130 0.7264 216
313
- Toyota Highlander 0.8626 0.8426 0.8525 216
314
- Toyota Land Cruiser 0.9409 0.9628 0.9517 215
315
- Toyota Mirai 0.9598 1.0000 0.9795 215
316
- Toyota Prius 0.8122 0.8611 0.8360 216
317
- Toyota Prius C 0.8821 0.9352 0.9079 216
318
- Toyota RAV4 0.9091 0.7407 0.8163 216
319
- Toyota Sequoia 0.9950 0.9259 0.9592 216
320
- Toyota Sienna 0.9624 0.9491 0.9557 216
321
- Toyota Supra 0.9774 1.0000 0.9886 216
322
- Toyota Tacoma 0.9077 0.8194 0.8613 216
323
- Toyota Tundra 0.8500 0.7907 0.8193 215
324
- Toyota Yaris 0.8547 0.7083 0.7747 216
325
  Toyota Yaris Hatchback 1.0000 1.0000 1.0000 215
326
- Volkswagen Arteon 0.9954 1.0000 0.9977 216
327
- Volkswagen Atlas 0.9953 0.9767 0.9859 215
328
- Volkswagen Beetle 0.9144 0.9398 0.9269 216
329
- Volkswagen Golf 0.8981 0.8565 0.8768 216
330
- Volkswagen Jetta 0.7560 0.8750 0.8112 216
331
- Volkswagen Passat 0.8424 0.7917 0.8162 216
332
- Volkswagen Tiguan 0.9615 0.9259 0.9434 216
333
- Volkswagen e-Golf 0.9414 0.9721 0.9565 215
334
- Volvo S60 0.7573 0.7222 0.7393 216
335
- Volvo S90 0.9156 0.9537 0.9342 216
336
- Volvo V60 0.8277 0.9120 0.8678 216
337
- Volvo V90 0.9908 0.9954 0.9931 216
338
- Volvo XC40 0.9908 1.0000 0.9954 215
339
- Volvo XC60 0.9403 0.8791 0.9087 215
340
- Volvo XC90 0.9014 0.8930 0.8972 215
341
- smart fortwo 0.9109 0.8558 0.8825 215
342
 
343
- accuracy 0.9121 69639
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- macro avg 0.9141 0.9121 0.9109 69639
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- weighted avg 0.9141 0.9121 0.9109 69639
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  ```
 
9
  See https://www.kaggle.com/code/dima806/car-model-image-detection-vit for more details.
10
 
11
  ```
12
+ Accuracy: 0.9183
13
+ F1 Score: 0.9175
14
 
15
  Classification report:
16
 
17
  precision recall f1-score support
18
 
19
+ Acura ILX 0.9312 0.9398 0.9355 216
20
+ Acura MDX 0.9773 0.7963 0.8776 216
21
+ Acura NSX 0.9439 0.9352 0.9395 216
22
+ Acura RDX 0.8772 0.9259 0.9009 216
23
+ Acura RLX 0.8634 0.9074 0.8849 216
24
+ Acura TLX 0.9500 0.9676 0.9587 216
25
+ Alfa Romeo 4C 0.9752 0.9163 0.9448 215
26
+ Alfa Romeo 4C Spider 0.9227 1.0000 0.9598 215
27
  Alfa Romeo Giulia 0.9640 0.9953 0.9794 215
28
+ Alfa Romeo Stelvio 0.9863 1.0000 0.9931 216
29
+ Aston Martin DB11 0.9908 1.0000 0.9954 216
30
+ Aston Martin DBS 0.9954 0.9954 0.9954 216
31
+ Aston Martin Vanquish 0.9904 0.9628 0.9764 215
32
+ Aston Martin Vantage 0.9403 0.8750 0.9065 216
33
+ Audi A3 0.8493 0.8611 0.8552 216
34
+ Audi A4 0.8911 0.8333 0.8612 216
35
+ Audi A5 0.8597 0.8796 0.8696 216
36
+ Audi A6 0.8302 0.8148 0.8224 216
37
+ Audi A7 0.7714 0.8750 0.8200 216
38
+ Audi A8 0.8547 0.9259 0.8889 216
39
+ Audi Q3 0.9600 1.0000 0.9796 216
40
+ Audi Q5 0.8621 0.9259 0.8929 216
41
+ Audi Q7 0.9444 0.9444 0.9444 216
42
+ Audi Q8 0.9936 0.7256 0.8387 215
43
+ Audi R8 0.8571 0.8611 0.8591 216
44
+ Audi TT 0.9156 0.9537 0.9342 216
45
+ Audi e-tron 1.0000 0.9352 0.9665 216
46
+ BMW 2-Series 0.8685 0.8565 0.8625 216
47
+ BMW 3-Series 0.8477 0.7731 0.8087 216
48
+ BMW 4-Series 0.8512 0.8472 0.8492 216
49
+ BMW 5-Series 0.8171 0.6204 0.7053 216
50
+ BMW 6-Series 0.7773 0.8241 0.8000 216
51
+ BMW 7-Series 0.9429 0.7674 0.8462 215
52
+ BMW 8-Series 1.0000 0.9074 0.9515 216
53
+ BMW X1 0.9189 0.9488 0.9336 215
54
+ BMW X2 1.0000 0.5395 0.7009 215
55
+ BMW X3 0.8640 0.9163 0.8894 215
56
+ BMW X4 0.9779 0.8194 0.8917 216
57
+ BMW X5 0.9385 0.7814 0.8528 215
58
+ BMW X6 0.7320 0.8512 0.7871 215
59
+ BMW X7 1.0000 1.0000 1.0000 216
60
+ BMW Z4 0.8850 0.9302 0.9070 215
61
+ BMW i3 0.9204 0.9674 0.9433 215
62
+ BMW i8 0.9685 0.9954 0.9817 216
63
+ Bentley Bentayga 0.9907 0.9953 0.9930 215
64
+ Bentley Continental GT 0.8186 0.9023 0.8584 215
65
+ Bentley Flying Spur 0.8601 0.9676 0.9107 216
66
+ Bentley Mulsanne 0.9345 0.9953 0.9640 215
67
+ Buick Cascada 0.9907 0.9907 0.9907 215
68
+ Buick Enclave 0.9420 0.9814 0.9613 215
69
+ Buick Encore 0.9683 0.9907 0.9794 216
70
+ Buick Envision 0.9818 1.0000 0.9908 216
71
+ Buick Lacrosse 0.7866 0.8704 0.8264 216
72
+ Buick Regal 0.9096 0.6991 0.7906 216
73
+ Cadillac ATS 0.7917 0.9676 0.8708 216
74
  Cadillac CT4 1.0000 1.0000 1.0000 216
75
+ Cadillac CT5 0.9863 1.0000 0.9931 216
76
+ Cadillac CT6 0.9789 0.8611 0.9163 216
77
+ Cadillac CTS 0.9318 0.7593 0.8367 216
78
+ Cadillac Escalade 0.9951 0.9442 0.9690 215
79
+ Cadillac XT4 1.0000 1.0000 1.0000 216
80
+ Cadillac XT5 0.9432 1.0000 0.9708 216
81
  Cadillac XT6 1.0000 1.0000 1.0000 216
82
+ Cadillac XTS 0.8843 0.9907 0.9345 216
83
+ Chevrolet Blazer 0.9725 0.9860 0.9792 215
84
+ Chevrolet Bolt EV 0.9953 0.9953 0.9953 215
85
+ Chevrolet Camaro 0.8273 0.8465 0.8368 215
86
+ Chevrolet Colorado 0.8095 0.8698 0.8386 215
87
+ Chevrolet Corvette 0.8966 0.8465 0.8708 215
88
+ Chevrolet Cruze 0.9118 0.7176 0.8031 216
89
+ Chevrolet Equinox 0.7590 0.8791 0.8147 215
90
+ Chevrolet Impala 0.9709 0.9259 0.9479 216
91
+ Chevrolet Malibu 0.8000 0.8186 0.8092 215
92
+ Chevrolet Silverado 1500 0.7947 0.6991 0.7438 216
93
+ Chevrolet Silverado 2500HD 0.7808 0.7953 0.7880 215
94
+ Chevrolet Sonic 0.9535 0.9535 0.9535 215
95
+ Chevrolet Spark 0.9817 1.0000 0.9908 215
96
+ Chevrolet Suburban 0.9783 0.8372 0.9023 215
97
+ Chevrolet Tahoe 0.8750 0.9767 0.9231 215
98
+ Chevrolet TrailBlazer 0.9948 0.8930 0.9412 215
99
+ Chevrolet Traverse 1.0000 0.5556 0.7143 216
100
+ Chevrolet Trax 0.9640 0.9907 0.9772 216
101
+ Chevrolet Volt 0.8304 0.8884 0.8584 215
102
+ Chrysler 300 0.7937 0.9259 0.8547 216
103
+ Chrysler Pacifica 0.9706 0.9209 0.9451 215
104
+ Dodge Challenger 0.7903 0.9116 0.8467 215
105
+ Dodge Charger 0.8725 0.8279 0.8496 215
106
+ Dodge Durango 0.9372 0.9676 0.9522 216
107
+ Dodge Grand Caravan 0.9954 0.9954 0.9954 216
108
+ Dodge Journey 0.9498 0.9630 0.9563 216
109
+ FIAT 124 Spider 0.9772 0.9953 0.9862 215
110
+ FIAT 500 0.9151 0.9023 0.9087 215
111
+ FIAT 500L 1.0000 1.0000 1.0000 215
112
+ FIAT 500X 0.9954 1.0000 0.9977 216
113
+ FIAT 500e 0.9859 0.9767 0.9813 215
114
+ Ferrari 488 GTB 1.0000 1.0000 1.0000 215
115
+ Ferrari GTC4Lusso 1.0000 1.0000 1.0000 215
116
+ Ferrari Portofino 1.0000 1.0000 1.0000 216
117
  Ford Ecosport 1.0000 1.0000 1.0000 215
118
+ Ford Edge 0.8289 0.8791 0.8533 215
119
+ Ford Escape 0.9189 0.7870 0.8479 216
120
+ Ford Expedition 0.9793 0.8791 0.9265 215
121
+ Ford Explorer 0.8629 0.7870 0.8232 216
122
+ Ford F-150 0.8037 0.8000 0.8019 215
123
+ Ford Fiesta 0.8493 0.8651 0.8571 215
124
+ Ford Flex 0.9906 0.9769 0.9837 216
125
+ Ford Fusion 0.9429 0.7639 0.8440 216
126
+ Ford Mustang 0.7857 0.7163 0.7494 215
127
+ Ford Ranger 0.9420 0.9028 0.9220 216
128
+ Ford Super Duty F-250 0.8804 0.8519 0.8659 216
129
+ Ford Taurus 0.8493 0.8651 0.8571 215
130
+ Ford Transit Connect Wagon 0.9908 1.0000 0.9954 216
131
+ GMC Acadia 0.9254 0.9814 0.9526 215
132
+ GMC Canyon 0.9118 0.8611 0.8857 216
133
+ GMC Sierra 1500 0.8333 0.6944 0.7576 216
134
+ GMC Sierra 2500HD 0.7716 0.8287 0.7991 216
135
+ GMC Terrain 0.8675 0.9398 0.9022 216
136
+ GMC Yukon 0.9412 0.9674 0.9541 215
137
  Genesis G70 1.0000 0.7917 0.8837 216
138
+ Genesis G80 0.9863 1.0000 0.9931 216
139
+ Genesis G90 0.9304 0.9907 0.9596 216
140
+ Honda Accord 0.7586 0.6111 0.6769 216
141
+ Honda CR-V 0.9299 0.9213 0.9256 216
142
+ Honda Civic 0.8544 0.6250 0.7219 216
143
+ Honda Clarity 0.9847 0.8977 0.9392 215
144
+ Honda Fit 0.9254 0.8651 0.8942 215
145
+ Honda HR-V 0.9817 1.0000 0.9908 215
146
+ Honda Insight 0.8858 0.8981 0.8920 216
147
+ Honda Odyssey 0.8992 0.9907 0.9427 216
148
+ Honda Passport 0.9474 1.0000 0.9730 216
149
+ Honda Pilot 0.9279 0.9581 0.9428 215
150
+ Honda Ridgeline 0.8766 0.9581 0.9156 215
151
+ Hyundai Accent 0.8874 0.9163 0.9016 215
152
+ Hyundai Elantra 0.8066 0.6759 0.7355 216
153
+ Hyundai Ioniq 0.9224 0.9953 0.9575 215
154
+ Hyundai Kona 1.0000 0.9535 0.9762 215
155
+ Hyundai Kona Electric 0.9430 1.0000 0.9707 215
156
+ Hyundai NEXO 0.9954 1.0000 0.9977 216
157
+ Hyundai Palisade 1.0000 0.9815 0.9907 216
158
+ Hyundai Santa Fe 0.7188 0.8519 0.7797 216
159
+ Hyundai Sonata 0.7959 0.7222 0.7573 216
160
+ Hyundai Tucson 0.8824 0.8333 0.8571 216
161
+ Hyundai Veloster 0.9493 0.9537 0.9515 216
162
+ Hyundai Venue 1.0000 1.0000 1.0000 216
163
+ INFINITI Q50 0.9154 0.8519 0.8825 216
164
+ INFINITI Q60 0.8974 0.9722 0.9333 216
165
+ INFINITI Q70 1.0000 0.9814 0.9906 215
166
+ INFINITI QX30 1.0000 1.0000 1.0000 216
167
+ INFINITI QX50 1.0000 0.9209 0.9588 215
168
+ INFINITI QX60 0.9670 0.9535 0.9602 215
169
+ INFINITI QX80 0.9464 0.9815 0.9636 216
170
+ Jaguar E-Pace 0.9954 1.0000 0.9977 215
171
+ Jaguar F-Pace 0.9858 0.9674 0.9765 215
172
+ Jaguar F-Type 0.8312 0.8930 0.8610 215
173
+ Jaguar I-Pace 0.9558 1.0000 0.9774 216
174
+ Jaguar XE 0.9398 0.9442 0.9420 215
175
+ Jaguar XF 0.8477 0.7731 0.8087 216
176
+ Jaguar XJ 0.8292 0.9213 0.8728 216
177
+ Jeep Cherokee 0.9682 0.9861 0.9771 216
178
  Jeep Compass 0.9811 0.9630 0.9720 216
179
+ Jeep Gladiator 1.0000 1.0000 1.0000 216
180
+ Jeep Grand Cherokee 0.9381 0.9120 0.9249 216
181
+ Jeep Renegade 0.9818 1.0000 0.9908 216
182
+ Jeep Wrangler 0.9905 0.9630 0.9765 216
183
  Kia Cadenza 0.8816 1.0000 0.9371 216
184
+ Kia Forte 0.7027 0.7222 0.7123 216
185
+ Kia K900 1.0000 1.0000 1.0000 216
186
+ Kia Niro 0.9471 0.9954 0.9707 216
187
+ Kia Optima 0.8008 0.9163 0.8547 215
188
+ Kia Rio 0.8430 0.8704 0.8565 216
189
+ Kia Sedona 0.9721 0.9676 0.9698 216
190
+ Kia Sorento 0.8515 0.9028 0.8764 216
191
+ Kia Soul 0.9196 0.9537 0.9364 216
192
+ Kia Soul EV 0.9773 1.0000 0.9885 215
193
+ Kia Sportage 0.9404 0.9491 0.9447 216
194
  Kia Stinger 1.0000 1.0000 1.0000 215
195
+ Kia Telluride 0.9817 1.0000 0.9908 215
196
  Lamborghini Aventador 1.0000 1.0000 1.0000 215
197
+ Lamborghini Huracan 0.9908 1.0000 0.9954 216
198
+ Lamborghini Urus 0.9863 1.0000 0.9931 216
199
+ Land Rover Defender 1.0000 1.0000 1.0000 215
200
+ Land Rover Discovery 0.9635 0.9769 0.9701 216
201
+ Land Rover Discovery Sport 0.9848 0.9028 0.9420 216
202
+ Land Rover Range Rover 0.7967 0.9074 0.8485 216
203
+ Land Rover Range Rover Evoque 0.8828 0.9769 0.9275 216
204
+ Land Rover Range Rover Sport 0.8059 0.8884 0.8451 215
205
+ Land Rover Range Rover Velar 1.0000 0.8698 0.9303 215
206
+ Lexus ES 0.9385 0.7778 0.8506 216
207
+ Lexus GS 0.8243 0.9163 0.8678 215
208
+ Lexus GX 0.9908 1.0000 0.9954 216
209
+ Lexus IS 0.8458 0.8889 0.8668 216
210
+ Lexus LC 0.9954 1.0000 0.9977 216
211
+ Lexus LS 0.9318 0.9491 0.9404 216
212
+ Lexus LX 0.9087 0.9721 0.9393 215
213
+ Lexus NX 0.9858 0.9721 0.9789 215
214
+ Lexus RC 0.9221 0.9861 0.9530 216
215
+ Lexus RX 0.9364 0.9537 0.9450 216
216
  Lexus UX 0.9954 1.0000 0.9977 215
217
+ Lincoln Aviator 0.9214 0.9814 0.9505 215
218
+ Lincoln Continental 0.8571 0.9767 0.9130 215
219
+ Lincoln Corsair 1.0000 0.9537 0.9763 216
220
+ Lincoln MKC 0.9513 1.0000 0.9751 215
221
+ Lincoln MKT 0.9417 0.9722 0.9567 216
222
+ Lincoln MKZ 0.9619 0.9352 0.9484 216
223
+ Lincoln Nautilus 0.9769 0.9814 0.9791 215
224
+ Lincoln Navigator 0.9450 0.9537 0.9493 216
225
+ MINI Clubman 0.9488 0.9444 0.9466 216
226
+ MINI Cooper 0.9208 0.8611 0.8900 216
227
+ MINI Cooper Countryman 0.9309 0.9352 0.9330 216
228
+ Maserati Ghibli 0.9954 1.0000 0.9977 216
229
+ Maserati GranTurismo 0.9130 0.8750 0.8936 216
230
+ Maserati Levante 1.0000 0.9676 0.9835 216
231
+ Maserati Quattroporte 0.9721 0.9721 0.9721 215
232
+ Mazda CX-3 1.0000 0.9907 0.9953 216
233
+ Mazda CX-30 1.0000 1.0000 1.0000 215
234
+ Mazda CX-5 0.8664 0.9349 0.8993 215
235
+ Mazda CX-9 0.9185 0.9907 0.9532 216
236
+ Mazda MAZDA3 0.8218 0.7721 0.7962 215
237
+ Mazda MAZDA6 0.8643 0.8843 0.8741 216
238
+ Mazda MX-5 Miata 0.9167 0.9167 0.9167 216
239
+ Mazda Mazda3 Hatchback 1.0000 1.0000 1.0000 216
240
  McLaren 570GT 1.0000 1.0000 1.0000 216
241
+ McLaren 570S 0.9954 1.0000 0.9977 216
242
+ McLaren 720S 1.0000 1.0000 1.0000 215
243
+ Mercedes-Benz A Class 1.0000 1.0000 1.0000 215
244
+ Mercedes-Benz AMG GT 0.9432 1.0000 0.9708 216
245
+ Mercedes-Benz C Class 0.7386 0.6047 0.6650 215
246
+ Mercedes-Benz CLA Class 0.8978 0.9352 0.9161 216
247
+ Mercedes-Benz CLS Class 0.8419 0.8419 0.8419 215
248
+ Mercedes-Benz E Class 0.7534 0.7639 0.7586 216
249
  Mercedes-Benz EQC 1.0000 1.0000 1.0000 215
250
+ Mercedes-Benz G Class 0.9395 0.9352 0.9374 216
251
+ Mercedes-Benz GLA Class 0.8941 0.9814 0.9357 215
252
  Mercedes-Benz GLB Class 0.9908 1.0000 0.9954 216
253
+ Mercedes-Benz GLC Class 0.7792 0.8698 0.8220 215
254
+ Mercedes-Benz GLE Class 0.8534 0.9209 0.8859 215
255
+ Mercedes-Benz GLS Class 0.9954 1.0000 0.9977 216
256
+ Mercedes-Benz Metris 1.0000 1.0000 1.0000 216
257
+ Mercedes-Benz S Class 0.7234 0.7870 0.7539 216
258
+ Mercedes-Benz SL Class 0.9156 0.9537 0.9342 216
259
+ Mercedes-Benz SLC Class 0.9908 1.0000 0.9954 216
260
  Mitsubishi Eclipse Cross 1.0000 1.0000 1.0000 216
261
+ Mitsubishi Mirage 0.8776 0.9630 0.9183 216
262
+ Mitsubishi Outlander 0.8798 0.9491 0.9131 216
263
+ Mitsubishi Outlander Sport 0.9336 0.9120 0.9227 216
264
+ Nissan 370Z 0.9706 0.9209 0.9451 215
265
+ Nissan Altima 0.8273 0.8426 0.8349 216
266
+ Nissan Armada 0.9906 0.9722 0.9813 216
267
+ Nissan Frontier 0.9581 0.9581 0.9581 215
268
+ Nissan GT-R 0.8678 0.9163 0.8914 215
269
+ Nissan Kicks 0.9954 1.0000 0.9977 215
270
+ Nissan Leaf 0.7893 0.8843 0.8341 216
271
+ Nissan Maxima 0.8613 0.9491 0.9031 216
272
+ Nissan Murano 0.9463 0.8981 0.9216 216
273
+ Nissan NV200 0.9908 1.0000 0.9954 216
274
+ Nissan Pathfinder 0.9263 0.9306 0.9284 216
275
+ Nissan Rogue 0.9171 0.9256 0.9213 215
276
+ Nissan Rogue Sport 0.9954 1.0000 0.9977 215
277
+ Nissan Sentra 0.8693 0.7083 0.7806 216
278
+ Nissan Titan 0.7647 0.8426 0.8018 216
279
+ Nissan Versa 0.8438 0.7500 0.7941 216
280
+ Porsche 718 0.9598 0.9954 0.9773 216
281
+ Porsche 718 Spyder 1.0000 1.0000 1.0000 215
282
+ Porsche 911 0.9314 0.7546 0.8338 216
283
+ Porsche Cayenne 0.7605 0.9302 0.8368 215
284
+ Porsche Macan 0.9037 0.9163 0.9099 215
285
+ Porsche Panamera 0.8312 0.9120 0.8698 216
286
+ Porsche Taycan 0.9474 1.0000 0.9730 216
287
+ Ram 1500 0.9100 0.8465 0.8771 215
288
+ Ram 2500 0.9151 0.9023 0.9087 215
289
+ Rolls-Royce Cullinan 0.9908 1.0000 0.9954 215
290
+ Rolls-Royce Dawn 0.9954 1.0000 0.9977 216
291
+ Rolls-Royce Ghost 0.9858 0.9721 0.9789 215
292
+ Rolls-Royce Phantom 0.9641 1.0000 0.9817 215
293
+ Rolls-Royce Wraith 1.0000 0.9442 0.9713 215
294
+ Subaru Ascent 0.9307 1.0000 0.9641 215
295
+ Subaru BRZ 0.9412 0.9630 0.9519 216
296
+ Subaru Crosstrek 0.9404 0.9535 0.9469 215
297
+ Subaru Forester 0.8788 0.9398 0.9083 216
298
+ Subaru Impreza 0.7560 0.7315 0.7435 216
299
+ Subaru Legacy 0.6851 0.7454 0.7140 216
300
+ Subaru Outback 0.8734 0.9259 0.8989 216
301
  Subaru STI S209 1.0000 1.0000 1.0000 216
302
+ Subaru WRX 0.8851 0.9630 0.9224 216
303
+ Tesla Model 3 0.9817 1.0000 0.9908 215
304
+ Tesla Model S 0.8894 0.9721 0.9289 215
305
+ Tesla Model X 0.9908 1.0000 0.9954 216
306
+ Tesla Model Y 1.0000 1.0000 1.0000 215
307
+ Toyota 4Runner 0.9638 0.9861 0.9748 216
308
  Toyota 86 0.9954 1.0000 0.9977 215
309
+ Toyota Avalon 0.9153 0.8047 0.8564 215
310
+ Toyota C-HR 0.9906 0.9814 0.9860 215
311
+ Toyota Camry 0.7336 0.8796 0.8000 216
312
+ Toyota Corolla 0.7923 0.7593 0.7754 216
313
+ Toyota Highlander 0.9036 0.8279 0.8641 215
314
+ Toyota Land Cruiser 0.9406 0.9581 0.9493 215
315
+ Toyota Mirai 0.9686 1.0000 0.9841 216
316
+ Toyota Prius 0.8486 0.8565 0.8525 216
317
+ Toyota Prius C 0.8957 0.9537 0.9238 216
318
+ Toyota RAV4 0.9121 0.7685 0.8342 216
319
+ Toyota Sequoia 0.9950 0.9302 0.9615 215
320
+ Toyota Sienna 0.9812 0.9676 0.9744 216
321
+ Toyota Supra 0.9729 1.0000 0.9862 215
322
+ Toyota Tacoma 0.8744 0.8380 0.8558 216
323
+ Toyota Tundra 0.8558 0.8279 0.8416 215
324
+ Toyota Yaris 0.8705 0.7778 0.8215 216
325
  Toyota Yaris Hatchback 1.0000 1.0000 1.0000 215
326
+ Volkswagen Arteon 1.0000 1.0000 1.0000 216
327
+ Volkswagen Atlas 0.9858 0.9630 0.9742 216
328
+ Volkswagen Beetle 0.9519 0.9209 0.9362 215
329
+ Volkswagen Golf 0.8852 0.8565 0.8706 216
330
+ Volkswagen Jetta 0.7801 0.8704 0.8228 216
331
+ Volkswagen Passat 0.8454 0.8102 0.8274 216
332
+ Volkswagen Tiguan 0.9330 0.9070 0.9198 215
333
+ Volkswagen e-Golf 0.9591 0.9814 0.9701 215
334
+ Volvo S60 0.7339 0.7917 0.7617 216
335
+ Volvo S90 0.9398 0.9442 0.9420 215
336
+ Volvo V60 0.8115 0.9167 0.8609 216
337
+ Volvo V90 0.9863 1.0000 0.9931 216
338
+ Volvo XC40 0.9817 1.0000 0.9908 215
339
+ Volvo XC60 0.9709 0.9259 0.9479 216
340
+ Volvo XC90 0.9324 0.8935 0.9125 216
341
+ smart fortwo 0.8900 0.8241 0.8558 216
342
 
343
+ accuracy 0.9183 69639
344
+ macro avg 0.9203 0.9183 0.9175 69639
345
+ weighted avg 0.9203 0.9183 0.9175 69639
346
  ```