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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.
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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: 0.6337
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- F1 Score: 0.6068
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  Classification report:
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  precision recall f1-score support
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- Acura ILX 0.3357 0.8704 0.4845 216
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- Acura MDX 0.8217 0.4930 0.6163 215
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- Acura NSX 0.6860 0.3843 0.4926 216
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- Acura RDX 0.9286 0.2407 0.3824 216
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- Acura RLX 0.6548 0.5093 0.5729 216
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- Acura TLX 0.6927 0.5767 0.6294 215
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- Alfa Romeo 4C 0.7004 0.8657 0.7743 216
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- Alfa Romeo 4C Spider 0.9188 1.0000 0.9577 215
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- Alfa Romeo Giulia 0.6531 0.7407 0.6941 216
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- Alfa Romeo Stelvio 0.5971 0.9676 0.7385 216
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- Aston Martin DB11 0.6754 0.9537 0.7908 216
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- Aston Martin DBS 0.5360 0.9306 0.6802 216
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- Aston Martin Vanquish 0.7596 0.7315 0.7453 216
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- Aston Martin Vantage 0.4476 0.5163 0.4795 215
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- Audi A3 0.6355 0.3148 0.4211 216
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- Audi A4 0.4309 0.6065 0.5038 216
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- Audi A5 0.4170 0.5256 0.4650 215
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- Audi A6 0.2853 0.5046 0.3645 216
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- Audi A7 0.4545 0.1389 0.2128 216
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- Audi A8 0.2934 0.7860 0.4273 215
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- Audi Q3 0.8033 0.8889 0.8440 216
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- Audi Q5 0.8098 0.6140 0.6984 215
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- Audi Q7 0.5105 0.7907 0.6204 215
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- Audi Q8 0.9804 0.6944 0.8130 216
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- Audi R8 0.6815 0.4259 0.5242 216
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- Audi TT 0.4005 0.8047 0.5348 215
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- Audi e-tron 0.9845 0.8796 0.9291 216
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- BMW 2-Series 0.5783 0.4444 0.5026 216
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- BMW 3-Series 0.5294 0.3333 0.4091 216
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- BMW 4-Series 0.6398 0.5509 0.5920 216
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- BMW 5-Series 0.7885 0.1907 0.3071 215
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- BMW 6-Series 0.6932 0.2837 0.4026 215
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- BMW 7-Series 0.5140 0.4259 0.4658 216
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- BMW 8-Series 0.8458 0.9398 0.8904 216
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- BMW X1 0.8542 0.5721 0.6852 215
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- BMW X2 0.9537 0.4769 0.6358 216
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- BMW X3 0.6022 0.5046 0.5491 216
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- BMW X4 0.7943 0.6465 0.7128 215
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- BMW X5 0.9286 0.0605 0.1135 215
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- BMW X6 0.9091 0.2326 0.3704 215
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- BMW X7 0.7544 1.0000 0.8600 215
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- BMW Z4 0.6303 0.4815 0.5459 216
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- BMW i3 0.7448 0.8279 0.7841 215
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- BMW i8 0.6667 0.8930 0.7634 215
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- Bentley Bentayga 0.7960 0.9213 0.8541 216
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- Bentley Continental GT 0.9286 0.3611 0.5200 216
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- Bentley Flying Spur 0.6124 0.5953 0.6038 215
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- Bentley Mulsanne 0.5188 0.8287 0.6381 216
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- Buick Cascada 0.7472 0.9349 0.8306 215
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- Buick Enclave 0.4470 0.8194 0.5784 216
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- Buick Encore 0.4159 0.8935 0.5676 216
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- Buick Envision 0.7177 0.9769 0.8275 216
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- Buick Lacrosse 0.4514 0.3009 0.3611 216
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- Buick Regal 0.9500 0.0880 0.1610 216
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- Cadillac ATS 0.7241 0.3907 0.5076 215
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  Cadillac CT4 0.9188 1.0000 0.9577 215
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- Cadillac CT5 0.8144 1.0000 0.8977 215
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- Cadillac CT6 0.8045 0.4977 0.6149 215
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- Cadillac CTS 0.5613 0.4028 0.4690 216
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- Cadillac Escalade 0.7514 0.6296 0.6851 216
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- Cadillac XT4 0.7855 1.0000 0.8798 216
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- Cadillac XT5 0.3985 0.9581 0.5628 215
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- Cadillac XT6 0.7970 1.0000 0.8871 216
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- Cadillac XTS 0.3167 0.8796 0.4657 216
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- Chevrolet Blazer 0.8774 0.8651 0.8712 215
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- Chevrolet Bolt EV 0.9159 0.9116 0.9138 215
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- Chevrolet Camaro 0.6695 0.3657 0.4731 216
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- Chevrolet Colorado 0.5970 0.1860 0.2837 215
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- Chevrolet Corvette 0.6242 0.4537 0.5255 216
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- Chevrolet Cruze 0.4681 0.1023 0.1679 215
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- Chevrolet Equinox 0.9000 0.2093 0.3396 215
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- Chevrolet Impala 0.3489 0.8287 0.4911 216
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- Chevrolet Malibu 0.5185 0.0648 0.1152 216
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- Chevrolet Silverado 1500 0.4017 0.4465 0.4229 215
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- Chevrolet Silverado 2500HD 0.3653 0.5648 0.4436 216
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- Chevrolet Sonic 0.7656 0.6806 0.7206 216
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- Chevrolet Spark 0.4397 0.9630 0.6038 216
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- Chevrolet Suburban 0.5636 0.7176 0.6314 216
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- Chevrolet Tahoe 0.5580 0.5814 0.5695 215
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- Chevrolet TrailBlazer 0.7190 0.9120 0.8041 216
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- Chevrolet Traverse 0.5959 0.6791 0.6348 215
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- Chevrolet Trax 0.8383 0.9163 0.8756 215
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- Chevrolet Volt 0.8846 0.4279 0.5768 215
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- Chrysler 300 0.6853 0.4558 0.5475 215
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- Chrysler Pacifica 0.9057 0.6698 0.7701 215
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- Dodge Challenger 0.7226 0.4583 0.5609 216
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- Dodge Charger 0.9412 0.0744 0.1379 215
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- Dodge Durango 0.7225 0.6991 0.7106 216
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- Dodge Grand Caravan 0.7270 0.9491 0.8233 216
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- Dodge Journey 0.6241 0.8148 0.7068 216
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- FIAT 124 Spider 0.4612 0.9630 0.6237 216
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- FIAT 500 0.6494 0.2315 0.3413 216
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- FIAT 500L 0.7109 0.9676 0.8196 216
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- FIAT 500X 0.7917 0.9676 0.8708 216
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- FIAT 500e 0.5232 0.9953 0.6859 215
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- Ferrari 488 GTB 0.5954 0.8380 0.6962 216
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- Ferrari GTC4Lusso 1.0000 1.0000 1.0000 215
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  Ferrari Portofino 1.0000 1.0000 1.0000 216
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- Ford Ecosport 0.6526 1.0000 0.7898 216
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- Ford Edge 0.7500 0.0419 0.0793 215
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- Ford Escape 1.0000 0.1759 0.2992 216
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- Ford Expedition 0.5604 0.5370 0.5485 216
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- Ford Explorer 0.9041 0.3070 0.4583 215
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- Ford F-150 0.4889 0.1019 0.1686 216
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- Ford Fiesta 0.6290 0.3611 0.4588 216
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- Ford Flex 0.7328 0.8380 0.7819 216
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- Ford Fusion 0.5325 0.3796 0.4432 216
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- Ford Mustang 0.8364 0.2130 0.3395 216
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- Ford Ranger 0.7407 0.7442 0.7425 215
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- Ford Super Duty F-250 0.7928 0.4093 0.5399 215
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- Ford Taurus 0.6058 0.5860 0.5957 215
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- Ford Transit Connect Wagon 0.8915 0.8750 0.8832 216
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- GMC Acadia 0.5424 0.8287 0.6557 216
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- GMC Canyon 0.3701 0.5302 0.4359 215
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- GMC Sierra 1500 0.3301 0.3163 0.3230 215
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- GMC Sierra 2500HD 0.3480 0.5509 0.4265 216
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- GMC Terrain 0.7975 0.2930 0.4286 215
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- GMC Yukon 0.6604 0.8140 0.7292 215
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- Genesis G70 0.9522 0.9256 0.9387 215
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- Genesis G80 0.4935 0.8843 0.6335 216
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- Genesis G90 0.5238 0.7130 0.6039 216
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- Honda Accord 0.2529 0.1019 0.1452 216
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- Honda CR-V 0.4118 0.5833 0.4828 216
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- Honda Civic 0.5250 0.0972 0.1641 216
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- Honda Clarity 0.8701 0.6204 0.7243 216
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- Honda Fit 0.5571 0.5648 0.5609 216
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- Honda HR-V 0.8663 0.7535 0.8060 215
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- Honda Insight 0.9481 0.3395 0.5000 215
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- Honda Odyssey 0.5892 0.8140 0.6836 215
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- Honda Passport 0.5535 0.9860 0.7090 215
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- Honda Pilot 0.6667 0.1953 0.3022 215
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- Honda Ridgeline 0.6087 0.7163 0.6581 215
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- Hyundai Accent 0.3178 0.6977 0.4367 215
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- Hyundai Elantra 0.4872 0.0880 0.1490 216
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- Hyundai Ioniq 0.6250 0.7176 0.6681 216
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- Hyundai Kona 0.8540 0.8977 0.8753 215
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- Hyundai Kona Electric 0.7544 1.0000 0.8600 215
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- Hyundai NEXO 0.9862 1.0000 0.9931 215
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- Hyundai Palisade 0.9348 0.9954 0.9641 216
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- Hyundai Santa Fe 0.7619 0.1488 0.2490 215
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- Hyundai Sonata 0.6098 0.2326 0.3367 215
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- Hyundai Tucson 0.9667 0.2698 0.4218 215
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- Hyundai Veloster 0.6972 0.8140 0.7511 215
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- Hyundai Venue 0.9513 1.0000 0.9751 215
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- INFINITI Q50 0.8462 0.3565 0.5016 216
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- INFINITI Q60 0.5457 0.8047 0.6504 215
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- INFINITI Q70 0.3019 0.8930 0.4512 215
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- INFINITI QX30 0.8571 1.0000 0.9231 216
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- INFINITI QX50 0.9355 0.5370 0.6824 216
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- INFINITI QX60 0.9402 0.5093 0.6607 216
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- INFINITI QX80 0.7344 0.8194 0.7746 216
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- Jaguar E-Pace 0.8711 0.9074 0.8889 216
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- Jaguar F-Pace 0.8571 0.4444 0.5854 216
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- Jaguar F-Type 0.8333 0.1389 0.2381 216
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- Jaguar I-Pace 0.8867 0.6186 0.7288 215
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- Jaguar XE 0.7333 0.5093 0.6011 216
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- Jaguar XF 0.6364 0.0326 0.0619 215
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- Jaguar XJ 0.6630 0.2824 0.3961 216
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- Jeep Cherokee 0.5768 0.7824 0.6640 216
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- Jeep Compass 0.7473 0.6296 0.6834 216
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- Jeep Gladiator 0.8704 1.0000 0.9307 215
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- Jeep Grand Cherokee 0.9036 0.3472 0.5017 216
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- Jeep Renegade 0.7978 0.9861 0.8820 216
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- Jeep Wrangler 0.8481 0.9306 0.8874 216
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- Kia Cadenza 0.4348 0.7442 0.5489 215
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- Kia Forte 0.2184 0.4398 0.2919 216
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- Kia K900 0.7556 0.9444 0.8395 216
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- Kia Niro 0.8263 0.6419 0.7225 215
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- Kia Optima 0.5000 0.3814 0.4327 215
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- Kia Rio 0.3799 0.4930 0.4291 215
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- Kia Sedona 0.7008 0.8605 0.7724 215
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- Kia Sorento 0.9091 0.1389 0.2410 216
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- Kia Soul 0.9583 0.3194 0.4792 216
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- Kia Soul EV 0.7308 0.9676 0.8327 216
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- Kia Sportage 0.4595 0.7395 0.5668 215
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- Kia Stinger 0.9747 0.8935 0.9324 216
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- Kia Telluride 0.5622 0.9630 0.7099 216
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- Lamborghini Aventador 0.8532 1.0000 0.9208 215
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- Lamborghini Huracan 0.6237 0.8519 0.7202 216
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- Lamborghini Urus 0.4706 1.0000 0.6400 216
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- Land Rover Defender 0.6279 1.0000 0.7714 216
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- Land Rover Discovery 0.9625 0.3581 0.5220 215
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- Land Rover Discovery Sport 0.5849 0.8651 0.6979 215
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- Land Rover Range Rover 0.4523 0.5070 0.4781 215
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- Land Rover Range Rover Evoque 0.9195 0.3704 0.5281 216
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- Land Rover Range Rover Sport 0.7708 0.1721 0.2814 215
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- Land Rover Range Rover Velar 0.9930 0.6574 0.7911 216
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- Lexus ES 0.4933 0.3426 0.4044 216
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- Lexus GS 0.5245 0.3488 0.4190 215
208
- Lexus GX 0.7897 0.9256 0.8522 215
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- Lexus IS 0.5411 0.5787 0.5593 216
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- Lexus LC 0.7720 0.8977 0.8301 215
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- Lexus LS 0.5843 0.7222 0.6460 216
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- Lexus LX 0.7422 0.4398 0.5523 216
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- Lexus NX 0.6047 0.8426 0.7041 216
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- Lexus RC 0.8447 0.4028 0.5455 216
215
- Lexus RX 0.7052 0.5648 0.6272 216
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- Lexus UX 0.9450 0.8791 0.9108 215
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- Lincoln Aviator 0.6796 0.6481 0.6635 216
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- Lincoln Continental 0.7202 0.6435 0.6797 216
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- Lincoln Corsair 0.8664 0.9306 0.8973 216
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- Lincoln MKC 0.4612 0.9116 0.6125 215
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- Lincoln MKT 0.7830 0.7721 0.7775 215
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- Lincoln MKZ 0.6857 0.6667 0.6761 216
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- Lincoln Nautilus 0.7358 0.9028 0.8108 216
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- Lincoln Navigator 0.6697 0.6759 0.6728 216
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- MINI Clubman 0.7250 0.8056 0.7632 216
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- MINI Cooper 0.6565 0.7963 0.7197 216
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- MINI Cooper Countryman 0.7547 0.7407 0.7477 216
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- Maserati Ghibli 0.5604 0.9444 0.7034 216
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- Maserati GranTurismo 0.8091 0.4120 0.5460 216
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- Maserati Levante 0.9798 0.9023 0.9395 215
231
- Maserati Quattroporte 0.5460 0.8279 0.6580 215
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- Mazda CX-3 0.5952 0.9120 0.7203 216
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- Mazda CX-30 0.9114 1.0000 0.9536 216
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- Mazda CX-5 0.7949 0.1435 0.2431 216
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- Mazda CX-9 0.6432 0.6759 0.6591 216
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- Mazda MAZDA3 0.5370 0.1349 0.2156 215
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- Mazda MAZDA6 0.4239 0.6065 0.4990 216
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- Mazda MX-5 Miata 0.6882 0.2977 0.4156 215
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- Mazda Mazda3 Hatchback 0.9954 1.0000 0.9977 215
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- McLaren 570GT 0.9863 1.0000 0.9931 216
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  McLaren 570S 0.9686 1.0000 0.9841 216
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- McLaren 720S 0.6562 0.9722 0.7836 216
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- Mercedes-Benz A Class 0.7215 1.0000 0.8382 215
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- Mercedes-Benz AMG GT 0.6080 0.5602 0.5831 216
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- Mercedes-Benz C Class 0.6667 0.0093 0.0183 216
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- Mercedes-Benz CLA Class 0.9815 0.2454 0.3926 216
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- Mercedes-Benz CLS Class 0.6167 0.1713 0.2681 216
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- Mercedes-Benz E Class 0.4545 0.2315 0.3067 216
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  Mercedes-Benz EQC 0.7970 1.0000 0.8871 216
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- Mercedes-Benz G Class 0.7758 0.8047 0.7900 215
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- Mercedes-Benz GLA Class 0.5704 0.7500 0.6480 216
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- Mercedes-Benz GLB Class 0.4941 0.9630 0.6531 216
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- Mercedes-Benz GLC Class 0.7333 0.2037 0.3188 216
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- Mercedes-Benz GLE Class 0.5722 0.4954 0.5310 216
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- Mercedes-Benz GLS Class 0.5718 0.9814 0.7226 215
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- Mercedes-Benz Metris 0.8353 0.9674 0.8966 215
257
- Mercedes-Benz S Class 0.6056 0.1991 0.2997 216
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- Mercedes-Benz SL Class 0.4708 0.7860 0.5889 215
259
- Mercedes-Benz SLC Class 0.7466 0.7639 0.7551 216
260
- Mitsubishi Eclipse Cross 0.7167 1.0000 0.8350 215
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- Mitsubishi Mirage 0.5032 0.7222 0.5932 216
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- Mitsubishi Outlander 0.7730 0.5046 0.6106 216
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- Mitsubishi Outlander Sport 0.4860 0.6465 0.5549 215
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- Nissan 370Z 0.7765 0.6111 0.6839 216
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- Nissan Altima 0.4186 0.5000 0.4557 216
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- Nissan Armada 0.7349 0.7315 0.7332 216
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- Nissan Frontier 0.4718 0.6605 0.5504 215
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- Nissan GT-R 0.6098 0.3472 0.4425 216
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- Nissan Kicks 0.7248 1.0000 0.8405 216
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- Nissan Leaf 0.7411 0.3843 0.5061 216
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- Nissan Maxima 0.5549 0.8465 0.6703 215
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- Nissan Murano 0.9652 0.5163 0.6727 215
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  Nissan NV200 0.8606 1.0000 0.9251 216
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- Nissan Pathfinder 0.8351 0.3750 0.5176 216
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- Nissan Rogue 0.7419 0.6389 0.6866 216
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- Nissan Rogue Sport 0.8145 0.8372 0.8257 215
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- Nissan Sentra 0.7179 0.1302 0.2205 215
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- Nissan Titan 0.3636 0.0926 0.1476 216
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- Nissan Versa 0.3365 0.3287 0.3326 216
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- Porsche 718 0.4113 0.9488 0.5738 215
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- Porsche 718 Spyder 0.9954 1.0000 0.9977 215
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- Porsche 911 0.7424 0.2279 0.3488 215
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- Porsche Cayenne 0.7500 0.4444 0.5581 216
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- Porsche Macan 0.9905 0.4815 0.6480 216
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- Porsche Panamera 0.6322 0.2546 0.3630 216
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- Porsche Taycan 0.5365 0.9861 0.6949 216
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- Ram 1500 0.3569 0.5860 0.4437 215
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- Ram 2500 0.4545 0.6481 0.5344 216
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- Rolls-Royce Cullinan 0.8958 1.0000 0.9451 215
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- Rolls-Royce Dawn 0.7993 1.0000 0.8884 215
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- Rolls-Royce Ghost 0.4609 0.8194 0.5900 216
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- Rolls-Royce Phantom 0.5083 0.9907 0.6719 216
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- Rolls-Royce Wraith 0.9858 0.9721 0.9789 215
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- Subaru Ascent 0.5493 0.8558 0.6691 215
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- Subaru BRZ 0.7085 0.6528 0.6795 216
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- Subaru Crosstrek 0.9007 0.5880 0.7115 216
297
- Subaru Forester 0.6221 0.4954 0.5515 216
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  Subaru Impreza 0.3750 0.0139 0.0268 216
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- Subaru Legacy 0.4464 0.1163 0.1845 215
300
- Subaru Outback 0.3945 0.7963 0.5276 216
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- Subaru STI S209 1.0000 1.0000 1.0000 215
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- Subaru WRX 0.5542 0.6389 0.5935 216
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- Tesla Model 3 0.6954 0.9722 0.8108 216
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- Tesla Model S 0.9036 0.3472 0.5017 216
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- Tesla Model X 0.7717 0.9861 0.8659 216
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- Tesla Model Y 0.9863 1.0000 0.9931 216
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- Toyota 4Runner 0.5576 0.8558 0.6752 215
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- Toyota 86 0.8745 1.0000 0.9330 216
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- Toyota Avalon 0.7035 0.5628 0.6253 215
310
- Toyota C-HR 0.8523 0.9395 0.8938 215
311
- Toyota Camry 0.2700 0.4558 0.3391 215
312
- Toyota Corolla 0.4583 0.4074 0.4314 216
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- Toyota Highlander 0.7627 0.2083 0.3273 216
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- Toyota Land Cruiser 0.5979 0.7814 0.6774 215
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- Toyota Mirai 0.5909 0.9630 0.7324 216
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- Toyota Prius 0.5236 0.5139 0.5187 216
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- Toyota Prius C 0.3516 0.8611 0.4993 216
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- Toyota RAV4 0.6792 0.1674 0.2687 215
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- Toyota Sequoia 0.7801 0.6898 0.7322 216
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- Toyota Sienna 0.6830 0.8380 0.7526 216
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- Toyota Supra 0.4728 0.9302 0.6270 215
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- Toyota Tacoma 0.5890 0.4000 0.4765 215
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- Toyota Tundra 0.5849 0.1435 0.2305 216
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- Toyota Yaris 0.4146 0.0787 0.1323 216
325
- Toyota Yaris Hatchback 0.9954 1.0000 0.9977 215
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- Volkswagen Arteon 0.6225 1.0000 0.7673 216
327
- Volkswagen Atlas 0.8341 0.7917 0.8124 216
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- Volkswagen Beetle 0.7234 0.7907 0.7556 215
329
- Volkswagen Golf 0.4316 0.1898 0.2637 216
330
- Volkswagen Jetta 0.4490 0.4093 0.4282 215
331
- Volkswagen Passat 0.8333 0.0463 0.0877 216
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- Volkswagen Tiguan 0.9118 0.4306 0.5849 216
333
- Volkswagen e-Golf 0.4860 0.9676 0.6471 216
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- Volvo S60 0.8333 0.0233 0.0452 215
335
  Volvo S90 0.8117 0.5814 0.6775 215
336
- Volvo V60 0.9091 0.3721 0.5281 215
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- Volvo V90 0.5363 0.9583 0.6877 216
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- Volvo XC40 0.8824 0.9070 0.8945 215
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- Volvo XC60 0.7686 0.4306 0.5519 216
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- Volvo XC90 0.8321 0.5278 0.6459 216
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- smart fortwo 0.7895 0.4167 0.5455 216
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- accuracy 0.6337 69639
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- macro avg 0.6831 0.6337 0.6068 69639
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- weighted avg 0.6831 0.6337 0.6068 69639
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  ```
 
9
  See https://www.kaggle.com/code/dima806/car-model-image-detection-vit for more details.
10
 
11
  ```
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+ Accuracy: 0.6330
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+ F1 Score: 0.6069
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15
  Classification report:
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17
  precision recall f1-score support
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+ Acura ILX 0.3636 0.9074 0.5192 216
20
+ Acura MDX 0.8783 0.4676 0.6103 216
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+ Acura NSX 0.6810 0.3674 0.4773 215
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+ Acura RDX 0.9155 0.3009 0.4530 216
23
+ Acura RLX 0.6707 0.5093 0.5789 216
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+ Acura TLX 0.7072 0.5926 0.6448 216
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+ Alfa Romeo 4C 0.6985 0.8796 0.7787 216
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+ Alfa Romeo 4C Spider 0.9389 1.0000 0.9685 215
27
+ Alfa Romeo Giulia 0.6653 0.7395 0.7004 215
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+ Alfa Romeo Stelvio 0.6228 0.9630 0.7564 216
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+ Aston Martin DB11 0.6571 0.9535 0.7780 215
30
+ Aston Martin DBS 0.5262 0.9306 0.6722 216
31
+ Aston Martin Vanquish 0.7534 0.7814 0.7671 215
32
+ Aston Martin Vantage 0.4934 0.5185 0.5056 216
33
+ Audi A3 0.5917 0.3302 0.4239 215
34
+ Audi A4 0.4196 0.5556 0.4781 216
35
+ Audi A5 0.3961 0.4676 0.4289 216
36
+ Audi A6 0.2894 0.5185 0.3715 216
37
+ Audi A7 0.5000 0.1852 0.2703 216
38
+ Audi A8 0.2699 0.8047 0.4042 215
39
+ Audi Q3 0.7958 0.8843 0.8377 216
40
+ Audi Q5 0.7751 0.6093 0.6823 215
41
+ Audi Q7 0.5174 0.7628 0.6165 215
42
+ Audi Q8 0.9650 0.6389 0.7688 216
43
+ Audi R8 0.6733 0.4676 0.5519 216
44
+ Audi TT 0.4245 0.8333 0.5625 216
45
+ Audi e-tron 0.9735 0.8519 0.9086 216
46
+ BMW 2-Series 0.6625 0.4930 0.5653 215
47
+ BMW 3-Series 0.5603 0.3657 0.4426 216
48
+ BMW 4-Series 0.6404 0.5302 0.5802 215
49
+ BMW 5-Series 0.6875 0.1535 0.2510 215
50
+ BMW 6-Series 0.7375 0.2731 0.3986 216
51
+ BMW 7-Series 0.4478 0.4167 0.4317 216
52
+ BMW 8-Series 0.8534 0.9209 0.8859 215
53
+ BMW X1 0.8099 0.5324 0.6425 216
54
+ BMW X2 0.9573 0.5209 0.6747 215
55
+ BMW X3 0.6425 0.5324 0.5823 216
56
+ BMW X4 0.7680 0.6435 0.7003 216
57
+ BMW X5 0.9500 0.0880 0.1610 216
58
+ BMW X6 0.8947 0.2361 0.3736 216
59
+ BMW X7 0.7363 1.0000 0.8481 215
60
+ BMW Z4 0.5482 0.4233 0.4777 215
61
+ BMW i3 0.7177 0.8241 0.7672 216
62
+ BMW i8 0.6947 0.9209 0.7920 215
63
+ Bentley Bentayga 0.7705 0.8744 0.8192 215
64
+ Bentley Continental GT 0.9000 0.3750 0.5294 216
65
+ Bentley Flying Spur 0.5665 0.5349 0.5502 215
66
+ Bentley Mulsanne 0.5282 0.8698 0.6573 215
67
+ Buick Cascada 0.7256 0.9306 0.8154 216
68
+ Buick Enclave 0.4351 0.8419 0.5737 215
69
+ Buick Encore 0.4163 0.8981 0.5689 216
70
+ Buick Envision 0.6910 0.9630 0.8046 216
71
+ Buick Lacrosse 0.4683 0.2731 0.3450 216
72
+ Buick Regal 0.9091 0.0926 0.1681 216
73
+ Cadillac ATS 0.7541 0.4259 0.5444 216
74
  Cadillac CT4 0.9188 1.0000 0.9577 215
75
+ Cadillac CT5 0.8206 1.0000 0.9015 215
76
+ Cadillac CT6 0.8071 0.5231 0.6348 216
77
+ Cadillac CTS 0.5592 0.3935 0.4620 216
78
+ Cadillac Escalade 0.7181 0.6250 0.6683 216
79
+ Cadillac XT4 0.7714 1.0000 0.8710 216
80
+ Cadillac XT5 0.4187 0.9537 0.5819 216
81
+ Cadillac XT6 0.8244 1.0000 0.9038 216
82
+ Cadillac XTS 0.3193 0.8750 0.4678 216
83
+ Chevrolet Blazer 0.9015 0.8472 0.8735 216
84
+ Chevrolet Bolt EV 0.9242 0.9070 0.9155 215
85
+ Chevrolet Camaro 0.6491 0.3426 0.4485 216
86
+ Chevrolet Colorado 0.7027 0.2407 0.3586 216
87
+ Chevrolet Corvette 0.5882 0.4167 0.4878 216
88
+ Chevrolet Cruze 0.4667 0.0972 0.1609 216
89
+ Chevrolet Equinox 0.9216 0.2176 0.3521 216
90
+ Chevrolet Impala 0.3777 0.8186 0.5169 215
91
+ Chevrolet Malibu 0.5806 0.0833 0.1457 216
92
+ Chevrolet Silverado 1500 0.3826 0.4074 0.3946 216
93
+ Chevrolet Silverado 2500HD 0.3707 0.6000 0.4583 215
94
+ Chevrolet Sonic 0.7424 0.6806 0.7101 216
95
+ Chevrolet Spark 0.4481 0.9442 0.6078 215
96
+ Chevrolet Suburban 0.5465 0.6806 0.6062 216
97
+ Chevrolet Tahoe 0.5118 0.6047 0.5544 215
98
+ Chevrolet TrailBlazer 0.6931 0.9306 0.7945 216
99
+ Chevrolet Traverse 0.5804 0.6852 0.6285 216
100
+ Chevrolet Trax 0.8795 0.9120 0.8955 216
101
+ Chevrolet Volt 0.9175 0.4140 0.5705 215
102
+ Chrysler 300 0.7176 0.4372 0.5434 215
103
+ Chrysler Pacifica 0.9013 0.6343 0.7446 216
104
+ Dodge Challenger 0.6715 0.4279 0.5227 215
105
+ Dodge Charger 1.0000 0.0880 0.1617 216
106
+ Dodge Durango 0.6792 0.6667 0.6729 216
107
+ Dodge Grand Caravan 0.7528 0.9349 0.8340 215
108
+ Dodge Journey 0.6028 0.8009 0.6879 216
109
+ FIAT 124 Spider 0.4760 0.9630 0.6371 216
110
+ FIAT 500 0.7183 0.2361 0.3554 216
111
+ FIAT 500L 0.6764 0.9676 0.7962 216
112
+ FIAT 500X 0.8161 0.9861 0.8931 216
113
+ FIAT 500e 0.5036 0.9860 0.6667 215
114
+ Ferrari 488 GTB 0.6080 0.8472 0.7079 216
115
+ Ferrari GTC4Lusso 1.0000 1.0000 1.0000 216
116
  Ferrari Portofino 1.0000 1.0000 1.0000 216
117
+ Ford Ecosport 0.6287 1.0000 0.7720 215
118
+ Ford Edge 0.8333 0.0231 0.0450 216
119
+ Ford Escape 0.9778 0.2037 0.3372 216
120
+ Ford Expedition 0.6257 0.5442 0.5821 215
121
+ Ford Explorer 0.8358 0.2593 0.3958 216
122
+ Ford F-150 0.4921 0.1442 0.2230 215
123
+ Ford Fiesta 0.5489 0.3395 0.4195 215
124
+ Ford Flex 0.6858 0.8326 0.7521 215
125
+ Ford Fusion 0.5769 0.4167 0.4839 216
126
+ Ford Mustang 0.7200 0.1674 0.2717 215
127
+ Ford Ranger 0.7215 0.7315 0.7264 216
128
+ Ford Super Duty F-250 0.8070 0.4279 0.5593 215
129
+ Ford Taurus 0.5708 0.6157 0.5924 216
130
+ Ford Transit Connect Wagon 0.9041 0.9167 0.9103 216
131
+ GMC Acadia 0.5219 0.7731 0.6231 216
132
+ GMC Canyon 0.3567 0.5185 0.4226 216
133
+ GMC Sierra 1500 0.3077 0.2791 0.2927 215
134
+ GMC Sierra 2500HD 0.3169 0.5070 0.3900 215
135
+ GMC Terrain 0.8507 0.2651 0.4043 215
136
+ GMC Yukon 0.6097 0.7593 0.6763 216
137
+ Genesis G70 0.9559 0.9070 0.9308 215
138
+ Genesis G80 0.5540 0.9259 0.6932 216
139
+ Genesis G90 0.5036 0.6512 0.5680 215
140
+ Honda Accord 0.2353 0.0926 0.1329 216
141
+ Honda CR-V 0.4138 0.5581 0.4752 215
142
+ Honda Civic 0.5946 0.1023 0.1746 215
143
+ Honda Clarity 0.8859 0.6140 0.7253 215
144
+ Honda Fit 0.5419 0.5694 0.5553 216
145
+ Honda HR-V 0.8495 0.7349 0.7880 215
146
+ Honda Insight 0.7742 0.3333 0.4660 216
147
+ Honda Odyssey 0.5585 0.7767 0.6498 215
148
+ Honda Passport 0.5808 0.9860 0.7310 215
149
+ Honda Pilot 0.8065 0.2315 0.3597 216
150
+ Honda Ridgeline 0.5540 0.7130 0.6235 216
151
+ Hyundai Accent 0.3385 0.7116 0.4588 215
152
+ Hyundai Elantra 0.3922 0.0930 0.1504 215
153
+ Hyundai Ioniq 0.6265 0.7222 0.6710 216
154
+ Hyundai Kona 0.8676 0.8837 0.8756 215
155
+ Hyundai Kona Electric 0.7552 1.0000 0.8606 216
156
+ Hyundai NEXO 0.9908 1.0000 0.9954 216
157
+ Hyundai Palisade 0.9511 0.9907 0.9705 216
158
+ Hyundai Santa Fe 0.7206 0.2269 0.3451 216
159
+ Hyundai Sonata 0.5824 0.2465 0.3464 215
160
+ Hyundai Tucson 1.0000 0.2731 0.4291 216
161
+ Hyundai Veloster 0.7056 0.7546 0.7293 216
162
+ Hyundai Venue 0.9643 1.0000 0.9818 216
163
+ INFINITI Q50 0.7879 0.3628 0.4968 215
164
+ INFINITI Q60 0.5263 0.8333 0.6452 216
165
+ INFINITI Q70 0.2991 0.9167 0.4510 216
166
+ INFINITI QX30 0.8816 1.0000 0.9371 216
167
+ INFINITI QX50 0.9573 0.5185 0.6727 216
168
+ INFINITI QX60 0.9055 0.5349 0.6725 215
169
+ INFINITI QX80 0.7412 0.7860 0.7630 215
170
+ Jaguar E-Pace 0.8347 0.9163 0.8736 215
171
+ Jaguar F-Pace 0.8932 0.4279 0.5786 215
172
+ Jaguar F-Type 0.9062 0.1343 0.2339 216
173
+ Jaguar I-Pace 0.8793 0.7116 0.7866 215
174
+ Jaguar XE 0.7255 0.5163 0.6033 215
175
+ Jaguar XF 0.6667 0.0463 0.0866 216
176
+ Jaguar XJ 0.6020 0.2731 0.3758 216
177
+ Jeep Cherokee 0.6154 0.7778 0.6871 216
178
+ Jeep Compass 0.7545 0.5860 0.6597 215
179
+ Jeep Gladiator 0.8958 1.0000 0.9451 215
180
+ Jeep Grand Cherokee 0.9022 0.3860 0.5407 215
181
+ Jeep Renegade 0.8171 0.9722 0.8879 216
182
+ Jeep Wrangler 0.8529 0.9442 0.8962 215
183
+ Kia Cadenza 0.4354 0.7639 0.5546 216
184
+ Kia Forte 0.1947 0.4140 0.2649 215
185
+ Kia K900 0.7401 0.9535 0.8333 215
186
+ Kia Niro 0.8699 0.5880 0.7017 216
187
+ Kia Optima 0.5370 0.4028 0.4603 216
188
+ Kia Rio 0.3971 0.5116 0.4472 215
189
+ Kia Sedona 0.7093 0.8472 0.7722 216
190
+ Kia Sorento 0.9512 0.1806 0.3035 216
191
+ Kia Soul 0.9423 0.2279 0.3670 215
192
+ Kia Soul EV 0.7199 0.9398 0.8153 216
193
+ Kia Sportage 0.4597 0.7163 0.5600 215
194
+ Kia Stinger 0.9745 0.8843 0.9272 216
195
+ Kia Telluride 0.5665 0.9861 0.7196 216
196
+ Lamborghini Aventador 0.8471 1.0000 0.9172 216
197
+ Lamborghini Huracan 0.6332 0.8512 0.7262 215
198
+ Lamborghini Urus 0.4435 1.0000 0.6145 216
199
+ Land Rover Defender 0.6740 1.0000 0.8052 215
200
+ Land Rover Discovery 0.9884 0.3935 0.5629 216
201
+ Land Rover Discovery Sport 0.5812 0.9444 0.7196 216
202
+ Land Rover Range Rover 0.4885 0.5907 0.5347 215
203
+ Land Rover Range Rover Evoque 0.9167 0.3565 0.5133 216
204
+ Land Rover Range Rover Sport 0.6935 0.2000 0.3105 215
205
+ Land Rover Range Rover Velar 0.9861 0.6605 0.7911 215
206
+ Lexus ES 0.4722 0.3163 0.3788 215
207
+ Lexus GS 0.5380 0.3935 0.4545 216
208
+ Lexus GX 0.7812 0.9259 0.8475 216
209
+ Lexus IS 0.5707 0.5442 0.5571 215
210
+ Lexus LC 0.7425 0.9213 0.8223 216
211
+ Lexus LS 0.5417 0.6620 0.5958 216
212
+ Lexus LX 0.6593 0.4120 0.5071 216
213
+ Lexus NX 0.6171 0.9070 0.7345 215
214
+ Lexus RC 0.8496 0.4444 0.5836 216
215
+ Lexus RX 0.7059 0.5556 0.6218 216
216
+ Lexus UX 0.9420 0.9070 0.9242 215
217
+ Lincoln Aviator 0.6881 0.6435 0.6651 216
218
+ Lincoln Continental 0.6910 0.5694 0.6244 216
219
+ Lincoln Corsair 0.8947 0.9488 0.9210 215
220
+ Lincoln MKC 0.4427 0.8935 0.5920 216
221
+ Lincoln MKT 0.7913 0.7581 0.7743 215
222
+ Lincoln MKZ 0.6875 0.6651 0.6761 215
223
+ Lincoln Nautilus 0.7452 0.9116 0.8201 215
224
+ Lincoln Navigator 0.6411 0.6233 0.6321 215
225
+ MINI Clubman 0.7593 0.7628 0.7610 215
226
+ MINI Cooper 0.6084 0.7407 0.6681 216
227
+ MINI Cooper Countryman 0.7429 0.7222 0.7324 216
228
+ Maserati Ghibli 0.5718 0.9583 0.7163 216
229
+ Maserati GranTurismo 0.8174 0.4372 0.5697 215
230
+ Maserati Levante 0.9899 0.9074 0.9469 216
231
+ Maserati Quattroporte 0.5597 0.8241 0.6667 216
232
+ Mazda CX-3 0.5774 0.9023 0.7042 215
233
+ Mazda CX-30 0.9231 1.0000 0.9600 216
234
+ Mazda CX-5 0.8000 0.1302 0.2240 215
235
+ Mazda CX-9 0.5794 0.6759 0.6239 216
236
+ Mazda MAZDA3 0.4615 0.0837 0.1417 215
237
+ Mazda MAZDA6 0.4080 0.5648 0.4738 216
238
+ Mazda MX-5 Miata 0.6374 0.2698 0.3791 215
239
+ Mazda Mazda3 Hatchback 1.0000 1.0000 1.0000 216
240
+ McLaren 570GT 0.9818 1.0000 0.9908 216
241
  McLaren 570S 0.9686 1.0000 0.9841 216
242
+ McLaren 720S 0.7114 0.9860 0.8265 215
243
+ Mercedes-Benz A Class 0.6792 1.0000 0.8090 216
244
+ Mercedes-Benz AMG GT 0.6064 0.5278 0.5644 216
245
+ Mercedes-Benz C Class 1.0000 0.0093 0.0184 215
246
+ Mercedes-Benz CLA Class 1.0000 0.2685 0.4234 216
247
+ Mercedes-Benz CLS Class 0.7308 0.1759 0.2836 216
248
+ Mercedes-Benz E Class 0.4554 0.2140 0.2911 215
249
  Mercedes-Benz EQC 0.7970 1.0000 0.8871 216
250
+ Mercedes-Benz G Class 0.8173 0.7870 0.8019 216
251
+ Mercedes-Benz GLA Class 0.5048 0.7349 0.5985 215
252
+ Mercedes-Benz GLB Class 0.5308 0.9583 0.6832 216
253
+ Mercedes-Benz GLC Class 0.7358 0.1814 0.2910 215
254
+ Mercedes-Benz GLE Class 0.5568 0.4791 0.5150 215
255
+ Mercedes-Benz GLS Class 0.5550 0.9860 0.7102 215
256
+ Mercedes-Benz Metris 0.8595 0.9630 0.9083 216
257
+ Mercedes-Benz S Class 0.6607 0.1721 0.2731 215
258
+ Mercedes-Benz SL Class 0.4758 0.7269 0.5751 216
259
+ Mercedes-Benz SLC Class 0.7656 0.7407 0.7529 216
260
+ Mitsubishi Eclipse Cross 0.7322 1.0000 0.8454 216
261
+ Mitsubishi Mirage 0.5343 0.6852 0.6004 216
262
+ Mitsubishi Outlander 0.7483 0.4954 0.5961 216
263
+ Mitsubishi Outlander Sport 0.5245 0.6435 0.5780 216
264
+ Nissan 370Z 0.7898 0.6435 0.7092 216
265
+ Nissan Altima 0.3811 0.4676 0.4200 216
266
+ Nissan Armada 0.7594 0.7488 0.7541 215
267
+ Nissan Frontier 0.5216 0.7269 0.6074 216
268
+ Nissan GT-R 0.6029 0.3796 0.4659 216
269
+ Nissan Kicks 0.7500 1.0000 0.8571 216
270
+ Nissan Leaf 0.7087 0.3380 0.4577 216
271
+ Nissan Maxima 0.5014 0.8333 0.6261 216
272
+ Nissan Murano 0.9524 0.5556 0.7018 216
273
  Nissan NV200 0.8606 1.0000 0.9251 216
274
+ Nissan Pathfinder 0.8462 0.4093 0.5517 215
275
+ Nissan Rogue 0.7385 0.6667 0.7007 216
276
+ Nissan Rogue Sport 0.7973 0.8194 0.8082 216
277
+ Nissan Sentra 0.7647 0.1204 0.2080 216
278
+ Nissan Titan 0.4630 0.1157 0.1852 216
279
+ Nissan Versa 0.3842 0.3628 0.3732 215
280
+ Porsche 718 0.4205 0.9349 0.5801 215
281
+ Porsche 718 Spyder 0.9908 1.0000 0.9954 216
282
+ Porsche 911 0.6463 0.2465 0.3569 215
283
+ Porsche Cayenne 0.7287 0.4352 0.5449 216
284
+ Porsche Macan 0.9810 0.4769 0.6417 216
285
+ Porsche Panamera 0.6026 0.2176 0.3197 216
286
+ Porsche Taycan 0.5457 0.9954 0.7049 216
287
+ Ram 1500 0.4000 0.6047 0.4815 215
288
+ Ram 2500 0.4522 0.6605 0.5369 215
289
+ Rolls-Royce Cullinan 0.8852 1.0000 0.9391 216
290
+ Rolls-Royce Dawn 0.8244 1.0000 0.9038 216
291
+ Rolls-Royce Ghost 0.4697 0.8241 0.5983 216
292
+ Rolls-Royce Phantom 0.5660 0.9767 0.7167 215
293
+ Rolls-Royce Wraith 0.9856 0.9537 0.9694 216
294
+ Subaru Ascent 0.5494 0.8791 0.6762 215
295
+ Subaru BRZ 0.7327 0.6884 0.7098 215
296
+ Subaru Crosstrek 0.9328 0.5787 0.7143 216
297
+ Subaru Forester 0.5930 0.4744 0.5271 215
298
  Subaru Impreza 0.3750 0.0139 0.0268 216
299
+ Subaru Legacy 0.4310 0.1163 0.1832 215
300
+ Subaru Outback 0.3972 0.7907 0.5288 215
301
+ Subaru STI S209 1.0000 1.0000 1.0000 216
302
+ Subaru WRX 0.5054 0.6481 0.5680 216
303
+ Tesla Model 3 0.6933 0.9630 0.8062 216
304
+ Tesla Model S 0.8471 0.3333 0.4784 216
305
+ Tesla Model X 0.7310 0.9860 0.8396 215
306
+ Tesla Model Y 0.9730 1.0000 0.9863 216
307
+ Toyota 4Runner 0.5676 0.7814 0.6575 215
308
+ Toyota 86 0.8740 1.0000 0.9328 215
309
+ Toyota Avalon 0.6571 0.5349 0.5897 215
310
+ Toyota C-HR 0.8652 0.9213 0.8924 216
311
+ Toyota Camry 0.2609 0.4722 0.3361 216
312
+ Toyota Corolla 0.4115 0.3981 0.4047 216
313
+ Toyota Highlander 0.6462 0.1953 0.3000 215
314
+ Toyota Land Cruiser 0.5828 0.8148 0.6795 216
315
+ Toyota Mirai 0.6059 0.9537 0.7410 216
316
+ Toyota Prius 0.5322 0.5767 0.5536 215
317
+ Toyota Prius C 0.3622 0.8704 0.5116 216
318
+ Toyota RAV4 0.7049 0.2000 0.3116 215
319
+ Toyota Sequoia 0.7688 0.7116 0.7391 215
320
+ Toyota Sienna 0.6762 0.8796 0.7646 216
321
+ Toyota Supra 0.4820 0.9306 0.6351 216
322
+ Toyota Tacoma 0.6181 0.4120 0.4944 216
323
+ Toyota Tundra 0.6000 0.1667 0.2609 216
324
+ Toyota Yaris 0.4231 0.1019 0.1642 216
325
+ Toyota Yaris Hatchback 0.9954 1.0000 0.9977 216
326
+ Volkswagen Arteon 0.6196 1.0000 0.7651 215
327
+ Volkswagen Atlas 0.8195 0.7814 0.8000 215
328
+ Volkswagen Beetle 0.7028 0.8102 0.7527 216
329
+ Volkswagen Golf 0.5545 0.2605 0.3544 215
330
+ Volkswagen Jetta 0.4427 0.3935 0.4167 216
331
+ Volkswagen Passat 0.8667 0.0605 0.1130 215
332
+ Volkswagen Tiguan 0.9322 0.5093 0.6587 216
333
+ Volkswagen e-Golf 0.4848 0.9628 0.6449 215
334
+ Volvo S60 1.0000 0.0279 0.0543 215
335
  Volvo S90 0.8117 0.5814 0.6775 215
336
+ Volvo V60 0.8544 0.4093 0.5535 215
337
+ Volvo V90 0.5271 0.9444 0.6766 216
338
+ Volvo XC40 0.8904 0.9028 0.8966 216
339
+ Volvo XC60 0.7836 0.4861 0.6000 216
340
+ Volvo XC90 0.8385 0.5046 0.6301 216
341
+ smart fortwo 0.7117 0.3674 0.4847 215
342
 
343
+ accuracy 0.6330 69639
344
+ macro avg 0.6836 0.6330 0.6069 69639
345
+ weighted avg 0.6837 0.6330 0.6070 69639
346
  ```