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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: 0.5659
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- F1 Score: 0.5319
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  Classification report:
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  precision recall f1-score support
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- Acura ILX 0.2992 0.8279 0.4395 215
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- Acura MDX 0.7094 0.3843 0.4985 216
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- Acura NSX 0.6198 0.3472 0.4451 216
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- Acura RDX 0.9062 0.1343 0.2339 216
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- Acura RLX 0.7214 0.4698 0.5690 215
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- Acura TLX 0.7160 0.5395 0.6154 215
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- Alfa Romeo 4C 0.6396 0.8419 0.7269 215
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- Alfa Romeo 4C Spider 0.9072 1.0000 0.9513 215
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- Alfa Romeo Giulia 0.6096 0.7083 0.6552 216
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- Alfa Romeo Stelvio 0.5527 0.9023 0.6855 215
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- Aston Martin DB11 0.6690 0.8889 0.7634 216
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- Aston Martin DBS 0.4462 0.9213 0.6012 216
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- Aston Martin Vanquish 0.8205 0.5926 0.6882 216
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- Aston Martin Vantage 0.4975 0.4630 0.4796 216
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- Audi A3 0.6234 0.2222 0.3276 216
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- Audi A4 0.4800 0.5556 0.5150 216
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- Audi A5 0.3611 0.4233 0.3897 215
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- Audi A6 0.2392 0.4120 0.3027 216
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- Audi A7 0.5750 0.1070 0.1804 215
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- Audi A8 0.2293 0.7454 0.3508 216
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- Audi Q3 0.7699 0.8519 0.8088 216
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- Audi Q5 0.7843 0.5556 0.6504 216
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- Audi Q7 0.5063 0.7488 0.6041 215
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- Audi Q8 0.8704 0.6558 0.7480 215
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- Audi R8 0.6250 0.3023 0.4075 215
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- Audi TT 0.3879 0.7130 0.5024 216
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- Audi e-tron 0.9777 0.8140 0.8883 215
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- BMW 2-Series 0.4884 0.2917 0.3652 216
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- BMW 3-Series 0.4773 0.1953 0.2772 215
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- BMW 4-Series 0.6111 0.4093 0.4903 215
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- BMW 5-Series 0.6552 0.0880 0.1551 216
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- BMW 6-Series 0.5493 0.1814 0.2727 215
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- BMW 7-Series 0.3714 0.3611 0.3662 216
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- BMW 8-Series 0.8304 0.8884 0.8584 215
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- BMW X1 0.7731 0.4279 0.5509 215
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- BMW X2 0.9505 0.4465 0.6076 215
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- BMW X3 0.6299 0.4491 0.5243 216
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- BMW X4 0.6759 0.4537 0.5429 216
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- BMW X5 1.0000 0.0463 0.0885 216
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- BMW X6 0.9211 0.1620 0.2756 216
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- BMW X7 0.7250 0.9398 0.8185 216
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- BMW Z4 0.4780 0.4028 0.4372 216
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- BMW i3 0.7061 0.7454 0.7252 216
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- BMW i8 0.6006 0.8565 0.7061 216
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- Bentley Bentayga 0.7681 0.7361 0.7518 216
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- Bentley Continental GT 0.8833 0.2454 0.3841 216
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- Bentley Flying Spur 0.5949 0.5395 0.5659 215
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- Bentley Mulsanne 0.3883 0.6465 0.4852 215
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- Buick Cascada 0.7356 0.8930 0.8067 215
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- Buick Enclave 0.3841 0.7628 0.5109 215
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- Buick Encore 0.3762 0.8935 0.5295 216
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- Buick Envision 0.5843 0.9023 0.7093 215
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- Buick Lacrosse 0.3867 0.2685 0.3169 216
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- Buick Regal 1.0000 0.1302 0.2305 215
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- Cadillac ATS 0.8529 0.2685 0.4085 216
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- Cadillac CT4 0.8030 1.0000 0.8907 216
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- Cadillac CT5 0.6771 1.0000 0.8075 216
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- Cadillac CT6 0.8155 0.3889 0.5266 216
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- Cadillac CTS 0.4479 0.4000 0.4226 215
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- Cadillac Escalade 0.6082 0.5463 0.5756 216
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- Cadillac XT4 0.6808 0.9676 0.7992 216
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- Cadillac XT5 0.3987 0.8843 0.5496 216
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- Cadillac XT6 0.6022 1.0000 0.7517 215
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- Cadillac XTS 0.3240 0.8605 0.4707 215
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- Chevrolet Blazer 0.8579 0.7546 0.8030 216
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- Chevrolet Bolt EV 0.8000 0.8372 0.8182 215
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- Chevrolet Camaro 0.5115 0.3102 0.3862 216
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- Chevrolet Colorado 1.0000 0.1296 0.2295 216
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- Chevrolet Corvette 0.5683 0.3657 0.4451 216
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- Chevrolet Cruze 0.2632 0.0463 0.0787 216
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- Chevrolet Equinox 0.9697 0.1481 0.2570 216
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- Chevrolet Impala 0.2744 0.8194 0.4111 216
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- Chevrolet Malibu 0.2308 0.0140 0.0263 215
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- Chevrolet Silverado 1500 0.3644 0.3796 0.3719 216
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- Chevrolet Silverado 2500HD 0.4135 0.5093 0.4564 216
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- Chevrolet Sonic 0.6806 0.6019 0.6388 216
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- Chevrolet Spark 0.3394 0.9535 0.5006 215
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- Chevrolet Suburban 0.4903 0.5880 0.5347 216
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- Chevrolet Tahoe 0.4453 0.5674 0.4990 215
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- Chevrolet TrailBlazer 0.5455 0.8889 0.6761 216
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- Chevrolet Traverse 0.4565 0.6837 0.5475 215
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- Chevrolet Trax 0.7863 0.8519 0.8178 216
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- Chevrolet Volt 0.8250 0.3070 0.4475 215
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- Chrysler 300 0.6565 0.4000 0.4971 215
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- Chrysler Pacifica 0.8905 0.5648 0.6912 216
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- Dodge Challenger 0.6923 0.3349 0.4514 215
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- Dodge Charger 1.0000 0.0463 0.0885 216
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- Dodge Durango 0.5714 0.5395 0.5550 215
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- Dodge Grand Caravan 0.6590 0.9306 0.7716 216
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- Dodge Journey 0.6220 0.7315 0.6723 216
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- FIAT 124 Spider 0.4274 0.9676 0.5929 216
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- FIAT 500 0.8788 0.1349 0.2339 215
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- FIAT 500L 0.6262 0.9116 0.7424 215
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- FIAT 500X 0.7188 0.9583 0.8214 216
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- FIAT 500e 0.4431 0.9907 0.6123 216
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- Ferrari 488 GTB 0.4801 0.8380 0.6105 216
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  Ferrari GTC4Lusso 1.0000 1.0000 1.0000 216
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- Ferrari Portofino 0.9954 1.0000 0.9977 216
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- Ford Ecosport 0.5989 1.0000 0.7491 215
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- Ford Edge 1.0000 0.0186 0.0365 215
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- Ford Escape 0.9500 0.0880 0.1610 216
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- Ford Expedition 0.4328 0.4769 0.4537 216
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- Ford Explorer 0.8103 0.2176 0.3431 216
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- Ford F-150 0.4000 0.0648 0.1116 216
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- Ford Fiesta 0.5333 0.2222 0.3137 216
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- Ford Flex 0.6277 0.8000 0.7035 215
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- Ford Fusion 0.4545 0.2778 0.3448 216
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- Ford Mustang 0.7059 0.1111 0.1920 216
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- Ford Ranger 0.6057 0.6930 0.6464 215
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- Ford Super Duty F-250 0.8654 0.2083 0.3358 216
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- Ford Taurus 0.6742 0.5556 0.6091 216
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- Ford Transit Connect Wagon 0.8340 0.9116 0.8711 215
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- GMC Acadia 0.4424 0.6574 0.5289 216
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- GMC Canyon 0.3471 0.4698 0.3992 215
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- GMC Sierra 1500 0.2754 0.3519 0.3089 216
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- GMC Sierra 2500HD 0.2209 0.5907 0.3215 215
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- GMC Terrain 0.7647 0.1204 0.2080 216
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- GMC Yukon 0.5051 0.6977 0.5859 215
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- Genesis G70 0.9234 0.8935 0.9082 216
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- Genesis G80 0.4930 0.8140 0.6140 215
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- Genesis G90 0.5224 0.6512 0.5797 215
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- Honda Accord 0.2393 0.1296 0.1682 216
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- Honda CR-V 0.3949 0.5070 0.4440 215
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- Honda Civic 0.5000 0.0648 0.1148 216
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- Honda Clarity 0.9128 0.6326 0.7473 215
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- Honda Fit 0.4498 0.4352 0.4424 216
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- Honda HR-V 0.8167 0.6837 0.7443 215
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- Honda Insight 0.8592 0.2824 0.4251 216
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- Honda Odyssey 0.4765 0.7070 0.5693 215
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- Honda Passport 0.4668 0.9163 0.6185 215
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- Honda Pilot 0.7241 0.0972 0.1714 216
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- Honda Ridgeline 0.5591 0.5694 0.5642 216
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- Hyundai Accent 0.2849 0.6898 0.4032 216
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- Hyundai Elantra 0.3000 0.0279 0.0511 215
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- Hyundai Ioniq 0.6865 0.5907 0.6350 215
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- Hyundai Kona 0.7331 0.9070 0.8108 215
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- Hyundai Kona Electric 0.7215 1.0000 0.8382 215
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- Hyundai NEXO 0.9862 1.0000 0.9931 215
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- Hyundai Palisade 0.8805 0.9213 0.9005 216
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- Hyundai Santa Fe 0.6471 0.1528 0.2472 216
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- Hyundai Sonata 0.5775 0.1898 0.2857 216
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- Hyundai Tucson 0.9459 0.1628 0.2778 215
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- Hyundai Veloster 0.5508 0.6558 0.5987 215
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- Hyundai Venue 0.8276 1.0000 0.9057 216
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- INFINITI Q50 0.7931 0.2140 0.3370 215
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- INFINITI Q60 0.5015 0.7731 0.6084 216
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- INFINITI Q70 0.2025 0.8889 0.3299 216
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- INFINITI QX30 0.7465 1.0000 0.8549 215
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- INFINITI QX50 0.8899 0.4491 0.5969 216
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- INFINITI QX60 0.8049 0.3056 0.4430 216
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- INFINITI QX80 0.7981 0.7685 0.7830 216
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- Jaguar E-Pace 0.8325 0.7361 0.7813 216
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- Jaguar F-Pace 0.9367 0.3426 0.5017 216
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- Jaguar F-Type 1.0000 0.1296 0.2295 216
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- Jaguar I-Pace 0.8899 0.4491 0.5969 216
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- Jaguar XE 0.7350 0.4000 0.5181 215
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- Jaguar XF 0.4286 0.0139 0.0269 216
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- Jaguar XJ 0.6716 0.2083 0.3180 216
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- Jeep Cherokee 0.4766 0.7083 0.5698 216
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- Jeep Compass 0.6798 0.5628 0.6158 215
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- Jeep Gladiator 0.7129 1.0000 0.8324 216
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- Jeep Grand Cherokee 0.8919 0.3056 0.4552 216
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- Jeep Renegade 0.7207 0.9721 0.8277 215
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- Jeep Wrangler 0.7773 0.9213 0.8432 216
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- Kia Cadenza 0.3904 0.7535 0.5143 215
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- Kia Forte 0.1712 0.3750 0.2351 216
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- Kia K900 0.7074 0.8843 0.7860 216
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- Kia Niro 0.7288 0.3981 0.5150 216
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- Kia Optima 0.4380 0.2465 0.3155 215
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- Kia Rio 0.2946 0.4583 0.3587 216
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- Kia Sedona 0.5907 0.7116 0.6456 215
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- Kia Sorento 1.0000 0.0602 0.1135 216
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- Kia Soul 0.8462 0.1528 0.2588 216
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- Kia Soul EV 0.6635 0.9628 0.7856 215
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- Kia Sportage 0.3707 0.6465 0.4712 215
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- Kia Stinger 0.9667 0.8093 0.8810 215
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- Kia Telluride 0.5374 0.9349 0.6825 215
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- Lamborghini Aventador 0.7554 0.9722 0.8502 216
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- Lamborghini Huracan 0.5273 0.8093 0.6385 215
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- Lamborghini Urus 0.3892 1.0000 0.5603 216
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- Land Rover Defender 0.4747 1.0000 0.6438 216
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- Land Rover Discovery 1.0000 0.2454 0.3941 216
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- Land Rover Discovery Sport 0.5958 0.7953 0.6813 215
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- Land Rover Range Rover 0.4737 0.3349 0.3924 215
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- Land Rover Range Rover Evoque 0.8980 0.2047 0.3333 215
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- Land Rover Range Rover Sport 0.6400 0.0741 0.1328 216
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- Land Rover Range Rover Velar 0.9649 0.5093 0.6667 216
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- Lexus ES 0.3559 0.1953 0.2523 215
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- Lexus GS 0.5760 0.3349 0.4235 215
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- Lexus GX 0.7529 0.9028 0.8211 216
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- Lexus IS 0.4969 0.3750 0.4274 216
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- Lexus LC 0.7222 0.8465 0.7794 215
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- Lexus LS 0.4637 0.6806 0.5516 216
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- Lexus LX 0.7619 0.2233 0.3453 215
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- Lexus NX 0.4986 0.8056 0.6159 216
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- Lexus RC 0.7500 0.2778 0.4054 216
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- Lexus RX 0.5833 0.4213 0.4892 216
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- Lexus UX 1.0000 0.6806 0.8099 216
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- Lincoln Aviator 0.6611 0.5535 0.6025 215
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- Lincoln Continental 0.7500 0.5278 0.6196 216
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- Lincoln Corsair 0.7586 0.9209 0.8319 215
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- Lincoln MKC 0.3480 0.8796 0.4987 216
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- Lincoln MKT 0.7802 0.6605 0.7154 215
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- Lincoln MKZ 0.6854 0.5648 0.6193 216
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- Lincoln Nautilus 0.6517 0.8750 0.7470 216
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- Lincoln Navigator 0.4654 0.4676 0.4665 216
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- MINI Clubman 0.6783 0.8102 0.7384 216
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- MINI Cooper 0.5720 0.6991 0.6292 216
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- MINI Cooper Countryman 0.6915 0.6019 0.6436 216
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- Maserati Ghibli 0.4225 0.9256 0.5802 215
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- Maserati GranTurismo 0.6979 0.3102 0.4295 216
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- Maserati Levante 0.9829 0.7963 0.8798 216
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- Maserati Quattroporte 0.4902 0.8140 0.6119 215
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- Mazda CX-3 0.5339 0.8791 0.6643 215
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- Mazda CX-30 0.8398 1.0000 0.9130 215
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- Mazda CX-5 0.6667 0.0370 0.0702 216
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- Mazda CX-9 0.5639 0.5953 0.5792 215
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- Mazda MAZDA3 0.6071 0.0787 0.1393 216
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- Mazda MAZDA6 0.3352 0.5648 0.4207 216
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- Mazda MX-5 Miata 0.6071 0.1574 0.2500 216
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- Mazda Mazda3 Hatchback 0.9863 1.0000 0.9931 216
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- McLaren 570GT 0.9773 1.0000 0.9885 215
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- McLaren 570S 0.8811 1.0000 0.9368 215
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- McLaren 720S 0.5808 0.9860 0.7310 215
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- Mercedes-Benz A Class 0.6698 1.0000 0.8022 215
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- Mercedes-Benz AMG GT 0.5652 0.3611 0.4407 216
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- Mercedes-Benz C Class 0.0000 0.0000 0.0000 216
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- Mercedes-Benz CLA Class 1.0000 0.0977 0.1780 215
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- Mercedes-Benz CLS Class 0.6667 0.0648 0.1181 216
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- Mercedes-Benz E Class 0.4805 0.1713 0.2526 216
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- Mercedes-Benz EQC 0.7313 1.0000 0.8448 215
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- Mercedes-Benz G Class 0.7181 0.6250 0.6683 216
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- Mercedes-Benz GLA Class 0.5123 0.6759 0.5828 216
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- Mercedes-Benz GLB Class 0.3966 0.9721 0.5633 215
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- Mercedes-Benz GLC Class 0.8621 0.1163 0.2049 215
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- Mercedes-Benz GLE Class 0.5775 0.3796 0.4581 216
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- Mercedes-Benz GLS Class 0.5422 0.8333 0.6569 216
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- Mercedes-Benz Metris 0.7455 0.9674 0.8421 215
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- Mercedes-Benz S Class 0.3714 0.0605 0.1040 215
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- Mercedes-Benz SL Class 0.4303 0.6574 0.5201 216
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- Mercedes-Benz SLC Class 0.7720 0.6930 0.7304 215
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- Mitsubishi Eclipse Cross 0.6136 1.0000 0.7606 216
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- Mitsubishi Mirage 0.4055 0.6186 0.4899 215
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- Mitsubishi Outlander 0.7604 0.3395 0.4695 215
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- Mitsubishi Outlander Sport 0.4572 0.5694 0.5072 216
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- Nissan 370Z 0.7908 0.5602 0.6558 216
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- Nissan Altima 0.3786 0.4279 0.4017 215
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- Nissan Armada 0.6450 0.6898 0.6667 216
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- Nissan Frontier 0.5247 0.6389 0.5762 216
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- Nissan GT-R 0.6186 0.2778 0.3834 216
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- Nissan Kicks 0.6324 1.0000 0.7748 215
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- Nissan Leaf 0.6556 0.2731 0.3856 216
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- Nissan Maxima 0.4895 0.7546 0.5938 216
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- Nissan Murano 0.9655 0.3889 0.5545 216
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- Nissan NV200 0.8084 0.9814 0.8866 215
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- Nissan Pathfinder 0.6750 0.2512 0.3661 215
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- Nissan Rogue 0.6914 0.5185 0.5926 216
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- Nissan Rogue Sport 0.8274 0.6465 0.7258 215
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- Nissan Sentra 0.6538 0.0787 0.1405 216
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- Nissan Titan 0.4211 0.0741 0.1260 216
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- Nissan Versa 0.2863 0.3194 0.3020 216
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- Porsche 718 0.2922 0.8981 0.4409 216
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- Porsche 718 Spyder 0.9729 1.0000 0.9862 215
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- Porsche 911 0.6724 0.1814 0.2857 215
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- Porsche Cayenne 0.6842 0.3611 0.4727 216
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- Porsche Macan 0.9697 0.4465 0.6115 215
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- Porsche Panamera 0.5667 0.1574 0.2464 216
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- Porsche Taycan 0.5124 0.9537 0.6667 216
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- Ram 1500 0.3140 0.6047 0.4134 215
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- Ram 2500 0.4576 0.5741 0.5092 216
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- Rolls-Royce Cullinan 0.8206 1.0000 0.9015 215
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- Rolls-Royce Dawn 0.7072 1.0000 0.8285 215
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- Rolls-Royce Ghost 0.3853 0.8009 0.5203 216
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- Rolls-Royce Phantom 0.4403 0.9953 0.6106 215
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- Rolls-Royce Wraith 0.9812 0.9721 0.9766 215
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- Subaru Ascent 0.5414 0.7907 0.6427 215
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- Subaru BRZ 0.7162 0.4907 0.5824 216
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- Subaru Crosstrek 0.8729 0.4769 0.6168 216
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- Subaru Forester 0.6145 0.4744 0.5354 215
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- Subaru Impreza 0.4000 0.0093 0.0181 216
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- Subaru Legacy 0.3158 0.0556 0.0945 216
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- Subaru Outback 0.4198 0.6326 0.5046 215
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- Subaru STI S209 1.0000 1.0000 1.0000 215
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- Subaru WRX 0.4645 0.6065 0.5261 216
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- Tesla Model 3 0.7133 0.9721 0.8228 215
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- Tesla Model S 0.8261 0.1759 0.2901 216
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- Tesla Model X 0.8135 0.9491 0.8761 216
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- Tesla Model Y 0.9643 1.0000 0.9818 216
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- Toyota 4Runner 0.4880 0.7581 0.5938 215
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- Toyota 86 0.7500 1.0000 0.8571 216
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- Toyota Avalon 0.7013 0.5023 0.5854 215
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- Toyota C-HR 0.7727 0.8657 0.8166 216
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- Toyota Camry 0.2293 0.4491 0.3036 216
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- Toyota Corolla 0.4583 0.2047 0.2830 215
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- Toyota Highlander 0.6949 0.1898 0.2982 216
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- Toyota Land Cruiser 0.5222 0.7116 0.6024 215
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- Toyota Mirai 0.6113 0.9537 0.7450 216
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- Toyota Prius 0.6094 0.3611 0.4535 216
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- Toyota Prius C 0.3043 0.8279 0.4450 215
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- Toyota RAV4 0.6944 0.1157 0.1984 216
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- Toyota Sequoia 0.6507 0.6296 0.6400 216
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- Toyota Sienna 0.5541 0.7593 0.6406 216
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- Toyota Supra 0.3903 0.9306 0.5499 216
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- Toyota Tacoma 0.5577 0.2685 0.3625 216
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- Toyota Tundra 0.4032 0.1157 0.1799 216
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- Toyota Yaris 0.2500 0.0741 0.1143 216
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- Toyota Yaris Hatchback 0.9954 1.0000 0.9977 216
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- Volkswagen Arteon 0.6085 1.0000 0.7566 216
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- Volkswagen Atlas 0.8090 0.6667 0.7310 216
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- Volkswagen Beetle 0.7050 0.6528 0.6779 216
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- Volkswagen Golf 0.4430 0.1620 0.2373 216
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- Volkswagen Jetta 0.3471 0.1953 0.2500 215
331
- Volkswagen Passat 0.6667 0.0093 0.0183 216
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- Volkswagen Tiguan 0.9206 0.2685 0.4158 216
333
- Volkswagen e-Golf 0.4505 0.9259 0.6061 216
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- Volvo S60 0.8000 0.0186 0.0364 215
335
- Volvo S90 0.8725 0.4120 0.5597 216
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- Volvo V60 0.8354 0.3070 0.4490 215
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- Volvo V90 0.5090 0.9213 0.6557 216
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- Volvo XC40 0.8018 0.8426 0.8217 216
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- Volvo XC60 0.5229 0.2651 0.3519 215
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- Volvo XC90 0.8636 0.4419 0.5846 215
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- smart fortwo 0.6566 0.3009 0.4127 216
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- accuracy 0.5659 69639
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- macro avg 0.6335 0.5661 0.5319 69639
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- weighted avg 0.6335 0.5659 0.5319 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: 0.5872
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+ F1 Score: 0.5563
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15
  Classification report:
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  precision recall f1-score support
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+ Acura ILX 0.3049 0.8287 0.4458 216
20
+ Acura MDX 0.7436 0.4028 0.5225 216
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+ Acura NSX 0.7232 0.3750 0.4939 216
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+ Acura RDX 0.9302 0.1852 0.3089 216
23
+ Acura RLX 0.6733 0.4698 0.5534 215
24
+ Acura TLX 0.7485 0.5648 0.6438 216
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+ Alfa Romeo 4C 0.6548 0.8558 0.7419 215
26
+ Alfa Romeo 4C Spider 0.9038 1.0000 0.9495 216
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+ Alfa Romeo Giulia 0.6261 0.6698 0.6472 215
28
+ Alfa Romeo Stelvio 0.5691 0.9581 0.7140 215
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+ Aston Martin DB11 0.6481 0.8651 0.7410 215
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+ Aston Martin DBS 0.4412 0.9213 0.5967 216
31
+ Aston Martin Vanquish 0.8488 0.6791 0.7545 215
32
+ Aston Martin Vantage 0.4766 0.4722 0.4744 216
33
+ Audi A3 0.6098 0.2326 0.3367 215
34
+ Audi A4 0.4574 0.6000 0.5191 215
35
+ Audi A5 0.3699 0.4233 0.3948 215
36
+ Audi A6 0.2415 0.4279 0.3087 215
37
+ Audi A7 0.6290 0.1806 0.2806 216
38
+ Audi A8 0.2419 0.7917 0.3705 216
39
+ Audi Q3 0.8265 0.8380 0.8322 216
40
+ Audi Q5 0.7935 0.5721 0.6649 215
41
+ Audi Q7 0.5061 0.7639 0.6089 216
42
+ Audi Q8 0.8742 0.6435 0.7413 216
43
+ Audi R8 0.7248 0.3657 0.4862 216
44
+ Audi TT 0.3688 0.7256 0.4890 215
45
+ Audi e-tron 0.9831 0.8140 0.8906 215
46
+ BMW 2-Series 0.5079 0.2977 0.3754 215
47
+ BMW 3-Series 0.5583 0.3102 0.3988 216
48
+ BMW 4-Series 0.5435 0.3472 0.4237 216
49
+ BMW 5-Series 0.6400 0.0741 0.1328 216
50
+ BMW 6-Series 0.5857 0.1898 0.2867 216
51
+ BMW 7-Series 0.4865 0.4167 0.4489 216
52
+ BMW 8-Series 0.8722 0.9209 0.8959 215
53
+ BMW X1 0.8762 0.4279 0.5750 215
54
+ BMW X2 0.9159 0.4537 0.6068 216
55
+ BMW X3 0.6074 0.4583 0.5224 216
56
+ BMW X4 0.7669 0.4744 0.5862 215
57
+ BMW X5 1.0000 0.0558 0.1057 215
58
+ BMW X6 1.0000 0.1767 0.3004 215
59
+ BMW X7 0.7158 0.9676 0.8228 216
60
+ BMW Z4 0.5506 0.4537 0.4975 216
61
+ BMW i3 0.7198 0.7731 0.7455 216
62
+ BMW i8 0.5935 0.8558 0.7010 215
63
+ Bentley Bentayga 0.7871 0.7361 0.7608 216
64
+ Bentley Continental GT 0.9677 0.2791 0.4332 215
65
+ Bentley Flying Spur 0.5429 0.5302 0.5365 215
66
+ Bentley Mulsanne 0.3973 0.6806 0.5017 216
67
+ Buick Cascada 0.7860 0.9352 0.8541 216
68
+ Buick Enclave 0.3787 0.7731 0.5084 216
69
+ Buick Encore 0.3673 0.8843 0.5190 216
70
+ Buick Envision 0.5925 0.9491 0.7295 216
71
+ Buick Lacrosse 0.4848 0.2963 0.3678 216
72
+ Buick Regal 0.9310 0.1250 0.2204 216
73
+ Cadillac ATS 0.8667 0.3009 0.4467 216
74
+ Cadillac CT4 0.8471 1.0000 0.9172 216
75
+ Cadillac CT5 0.7143 1.0000 0.8333 215
76
+ Cadillac CT6 0.7739 0.4140 0.5394 215
77
+ Cadillac CTS 0.4649 0.4000 0.4300 215
78
+ Cadillac Escalade 0.6526 0.5767 0.6123 215
79
+ Cadillac XT4 0.6852 0.9676 0.8023 216
80
+ Cadillac XT5 0.3828 0.9116 0.5392 215
81
+ Cadillac XT6 0.6708 1.0000 0.8030 216
82
+ Cadillac XTS 0.3260 0.8889 0.4770 216
83
+ Chevrolet Blazer 0.8622 0.7860 0.8224 215
84
+ Chevrolet Bolt EV 0.8879 0.8796 0.8837 216
85
+ Chevrolet Camaro 0.5648 0.2824 0.3765 216
86
+ Chevrolet Colorado 0.8824 0.1395 0.2410 215
87
+ Chevrolet Corvette 0.6187 0.3981 0.4845 216
88
+ Chevrolet Cruze 0.3143 0.0509 0.0876 216
89
+ Chevrolet Equinox 0.9688 0.1435 0.2500 216
90
+ Chevrolet Impala 0.2915 0.8611 0.4356 216
91
+ Chevrolet Malibu 0.5714 0.0370 0.0696 216
92
+ Chevrolet Silverado 1500 0.3099 0.3472 0.3275 216
93
+ Chevrolet Silverado 2500HD 0.3956 0.5000 0.4417 216
94
+ Chevrolet Sonic 0.6718 0.6093 0.6390 215
95
+ Chevrolet Spark 0.3563 0.9628 0.5201 215
96
+ Chevrolet Suburban 0.5249 0.6343 0.5744 216
97
+ Chevrolet Tahoe 0.4922 0.5907 0.5370 215
98
+ Chevrolet TrailBlazer 0.5672 0.8796 0.6897 216
99
+ Chevrolet Traverse 0.4684 0.6558 0.5465 215
100
+ Chevrolet Trax 0.8075 0.8935 0.8484 216
101
+ Chevrolet Volt 0.8571 0.3333 0.4800 216
102
+ Chrysler 300 0.7213 0.4074 0.5207 216
103
+ Chrysler Pacifica 0.8696 0.5581 0.6799 215
104
+ Dodge Challenger 0.7414 0.3981 0.5181 216
105
+ Dodge Charger 0.9091 0.0463 0.0881 216
106
+ Dodge Durango 0.6139 0.5767 0.5947 215
107
+ Dodge Grand Caravan 0.6667 0.9259 0.7752 216
108
+ Dodge Journey 0.5887 0.7222 0.6486 216
109
+ FIAT 124 Spider 0.4342 0.9769 0.6011 216
110
+ FIAT 500 0.7111 0.1481 0.2452 216
111
+ FIAT 500L 0.6551 0.9583 0.7782 216
112
+ FIAT 500X 0.7854 0.9535 0.8613 215
113
+ FIAT 500e 0.4744 0.9861 0.6406 216
114
+ Ferrari 488 GTB 0.5142 0.8419 0.6384 215
115
  Ferrari GTC4Lusso 1.0000 1.0000 1.0000 216
116
+ Ferrari Portofino 0.9954 1.0000 0.9977 215
117
+ Ford Ecosport 0.6067 1.0000 0.7552 216
118
+ Ford Edge 1.0000 0.0370 0.0714 216
119
+ Ford Escape 0.9643 0.1256 0.2222 215
120
+ Ford Expedition 0.4913 0.5256 0.5079 215
121
+ Ford Explorer 0.8226 0.2361 0.3669 216
122
+ Ford F-150 0.4595 0.0791 0.1349 215
123
+ Ford Fiesta 0.5045 0.2593 0.3425 216
124
+ Ford Flex 0.6406 0.8333 0.7243 216
125
+ Ford Fusion 0.5039 0.3009 0.3768 216
126
+ Ford Mustang 0.6667 0.1204 0.2039 216
127
+ Ford Ranger 0.6142 0.7256 0.6652 215
128
+ Ford Super Duty F-250 0.8082 0.2731 0.4083 216
129
+ Ford Taurus 0.6720 0.5787 0.6219 216
130
+ Ford Transit Connect Wagon 0.8178 0.8977 0.8559 215
131
+ GMC Acadia 0.4655 0.7535 0.5755 215
132
+ GMC Canyon 0.3593 0.5556 0.4364 216
133
+ GMC Sierra 1500 0.3280 0.3796 0.3519 216
134
+ GMC Sierra 2500HD 0.2686 0.6019 0.3714 216
135
+ GMC Terrain 0.7692 0.1852 0.2985 216
136
+ GMC Yukon 0.5632 0.7222 0.6329 216
137
+ Genesis G70 0.8861 0.8287 0.8565 216
138
+ Genesis G80 0.4856 0.8565 0.6198 216
139
+ Genesis G90 0.4824 0.5694 0.5223 216
140
+ Honda Accord 0.2661 0.1349 0.1790 215
141
+ Honda CR-V 0.3883 0.4907 0.4335 216
142
+ Honda Civic 0.6296 0.0791 0.1405 215
143
+ Honda Clarity 0.9205 0.6435 0.7575 216
144
+ Honda Fit 0.4680 0.4419 0.4545 215
145
+ Honda HR-V 0.8152 0.6977 0.7519 215
146
+ Honda Insight 0.8519 0.3194 0.4646 216
147
+ Honda Odyssey 0.4890 0.7222 0.5832 216
148
+ Honda Passport 0.4964 0.9583 0.6540 216
149
+ Honda Pilot 0.7333 0.1019 0.1789 216
150
+ Honda Ridgeline 0.5880 0.6372 0.6116 215
151
+ Hyundai Accent 0.2785 0.6372 0.3876 215
152
+ Hyundai Elantra 0.3235 0.0509 0.0880 216
153
+ Hyundai Ioniq 0.7143 0.6944 0.7042 216
154
+ Hyundai Kona 0.7551 0.8565 0.8026 216
155
+ Hyundai Kona Electric 0.7273 1.0000 0.8421 216
156
+ Hyundai NEXO 0.9817 1.0000 0.9908 215
157
+ Hyundai Palisade 0.9099 0.9860 0.9464 215
158
+ Hyundai Santa Fe 0.7544 0.1991 0.3150 216
159
+ Hyundai Sonata 0.5109 0.2176 0.3052 216
160
+ Hyundai Tucson 0.9744 0.1759 0.2980 216
161
+ Hyundai Veloster 0.6382 0.7269 0.6797 216
162
+ Hyundai Venue 0.8963 1.0000 0.9453 216
163
+ INFINITI Q50 0.8784 0.3023 0.4498 215
164
+ INFINITI Q60 0.5073 0.8056 0.6225 216
165
+ INFINITI Q70 0.2395 0.9259 0.3806 216
166
+ INFINITI QX30 0.7633 1.0000 0.8657 216
167
+ INFINITI QX50 0.9570 0.4140 0.5779 215
168
+ INFINITI QX60 0.9388 0.4259 0.5860 216
169
+ INFINITI QX80 0.7718 0.7395 0.7553 215
170
+ Jaguar E-Pace 0.8700 0.8056 0.8365 216
171
+ Jaguar F-Pace 0.9740 0.3488 0.5137 215
172
+ Jaguar F-Type 0.7568 0.1296 0.2213 216
173
+ Jaguar I-Pace 0.8760 0.4907 0.6291 216
174
+ Jaguar XE 0.7822 0.3674 0.5000 215
175
+ Jaguar XF 0.5714 0.0185 0.0359 216
176
+ Jaguar XJ 0.6324 0.2000 0.3039 215
177
+ Jeep Cherokee 0.5033 0.7163 0.5912 215
178
+ Jeep Compass 0.7186 0.5556 0.6266 216
179
+ Jeep Gladiator 0.8151 1.0000 0.8981 216
180
+ Jeep Grand Cherokee 0.9294 0.3657 0.5249 216
181
+ Jeep Renegade 0.7649 0.9535 0.8489 215
182
+ Jeep Wrangler 0.7835 0.9256 0.8486 215
183
+ Kia Cadenza 0.4211 0.7407 0.5369 216
184
+ Kia Forte 0.1917 0.4074 0.2607 216
185
+ Kia K900 0.6779 0.9352 0.7860 216
186
+ Kia Niro 0.8862 0.5046 0.6431 216
187
+ Kia Optima 0.5865 0.3611 0.4470 216
188
+ Kia Rio 0.3657 0.5231 0.4305 216
189
+ Kia Sedona 0.6816 0.7767 0.7261 215
190
+ Kia Sorento 1.0000 0.0833 0.1538 216
191
+ Kia Soul 0.8333 0.2093 0.3346 215
192
+ Kia Soul EV 0.6699 0.9676 0.7917 216
193
+ Kia Sportage 0.3983 0.6651 0.4983 215
194
+ Kia Stinger 0.9641 0.8704 0.9148 216
195
+ Kia Telluride 0.5706 0.9581 0.7153 215
196
+ Lamborghini Aventador 0.7895 0.9722 0.8714 216
197
+ Lamborghini Huracan 0.5350 0.7814 0.6352 215
198
+ Lamborghini Urus 0.3956 1.0000 0.5669 216
199
+ Land Rover Defender 0.5094 1.0000 0.6750 216
200
+ Land Rover Discovery 1.0000 0.2731 0.4291 216
201
+ Land Rover Discovery Sport 0.6360 0.8009 0.7090 216
202
+ Land Rover Range Rover 0.4438 0.3674 0.4020 215
203
+ Land Rover Range Rover Evoque 0.9355 0.2685 0.4173 216
204
+ Land Rover Range Rover Sport 0.6667 0.1023 0.1774 215
205
+ Land Rover Range Rover Velar 0.9915 0.5395 0.6988 215
206
+ Lexus ES 0.4074 0.2037 0.2716 216
207
+ Lexus GS 0.6154 0.3333 0.4324 216
208
+ Lexus GX 0.7625 0.9213 0.8344 216
209
+ Lexus IS 0.5444 0.4558 0.4962 215
210
+ Lexus LC 0.7280 0.8426 0.7811 216
211
+ Lexus LS 0.4884 0.6806 0.5687 216
212
+ Lexus LX 0.6410 0.2315 0.3401 216
213
+ Lexus NX 0.5359 0.8326 0.6521 215
214
+ Lexus RC 0.7882 0.3116 0.4467 215
215
+ Lexus RX 0.6500 0.4815 0.5532 216
216
+ Lexus UX 0.9441 0.7070 0.8085 215
217
+ Lincoln Aviator 0.6721 0.5694 0.6165 216
218
+ Lincoln Continental 0.7569 0.5070 0.6072 215
219
+ Lincoln Corsair 0.7820 0.9674 0.8649 215
220
+ Lincoln MKC 0.3453 0.8512 0.4913 215
221
+ Lincoln MKT 0.7630 0.7454 0.7541 216
222
+ Lincoln MKZ 0.7345 0.6019 0.6616 216
223
+ Lincoln Nautilus 0.7188 0.8558 0.7813 215
224
+ Lincoln Navigator 0.5281 0.5648 0.5459 216
225
+ MINI Clubman 0.6975 0.7685 0.7313 216
226
+ MINI Cooper 0.5509 0.7302 0.6280 215
227
+ MINI Cooper Countryman 0.7688 0.6620 0.7114 216
228
+ Maserati Ghibli 0.4808 0.9302 0.6339 215
229
+ Maserati GranTurismo 0.7412 0.2930 0.4200 215
230
+ Maserati Levante 0.9897 0.8935 0.9392 216
231
+ Maserati Quattroporte 0.4846 0.8009 0.6038 216
232
+ Mazda CX-3 0.5344 0.9352 0.6801 216
233
+ Mazda CX-30 0.9000 1.0000 0.9474 216
234
+ Mazda CX-5 0.7727 0.0791 0.1435 215
235
+ Mazda CX-9 0.5403 0.6204 0.5776 216
236
+ Mazda MAZDA3 0.6098 0.1163 0.1953 215
237
+ Mazda MAZDA6 0.3868 0.5721 0.4615 215
238
+ Mazda MX-5 Miata 0.6250 0.2093 0.3136 215
239
+ Mazda Mazda3 Hatchback 0.9908 1.0000 0.9954 215
240
+ McLaren 570GT 0.9863 1.0000 0.9931 216
241
+ McLaren 570S 0.9267 1.0000 0.9620 215
242
+ McLaren 720S 0.6103 0.9861 0.7540 216
243
+ Mercedes-Benz A Class 0.6804 1.0000 0.8098 215
244
+ Mercedes-Benz AMG GT 0.5300 0.4907 0.5096 216
245
+ Mercedes-Benz C Class 1.0000 0.0046 0.0092 216
246
+ Mercedes-Benz CLA Class 0.9722 0.1628 0.2789 215
247
+ Mercedes-Benz CLS Class 0.6129 0.0880 0.1538 216
248
+ Mercedes-Benz E Class 0.4330 0.1944 0.2684 216
249
+ Mercedes-Benz EQC 0.7239 1.0000 0.8398 215
250
+ Mercedes-Benz G Class 0.7500 0.6944 0.7212 216
251
+ Mercedes-Benz GLA Class 0.5418 0.6930 0.6082 215
252
+ Mercedes-Benz GLB Class 0.4190 0.9628 0.5839 215
253
+ Mercedes-Benz GLC Class 0.7436 0.1349 0.2283 215
254
+ Mercedes-Benz GLE Class 0.5163 0.3674 0.4293 215
255
+ Mercedes-Benz GLS Class 0.5706 0.8837 0.6934 215
256
+ Mercedes-Benz Metris 0.7833 0.9537 0.8601 216
257
+ Mercedes-Benz S Class 0.5366 0.1023 0.1719 215
258
+ Mercedes-Benz SL Class 0.4314 0.7023 0.5345 215
259
+ Mercedes-Benz SLC Class 0.7547 0.7407 0.7477 216
260
+ Mitsubishi Eclipse Cross 0.6595 1.0000 0.7948 215
261
+ Mitsubishi Mirage 0.4704 0.6991 0.5624 216
262
+ Mitsubishi Outlander 0.7850 0.3889 0.5201 216
263
+ Mitsubishi Outlander Sport 0.4723 0.5926 0.5257 216
264
+ Nissan 370Z 0.7973 0.5488 0.6501 215
265
+ Nissan Altima 0.3345 0.4259 0.3747 216
266
+ Nissan Armada 0.6912 0.6944 0.6928 216
267
+ Nissan Frontier 0.5000 0.6698 0.5726 215
268
+ Nissan GT-R 0.6038 0.2963 0.3975 216
269
+ Nissan Kicks 0.6467 1.0000 0.7855 216
270
+ Nissan Leaf 0.6506 0.2500 0.3612 216
271
+ Nissan Maxima 0.5191 0.8194 0.6355 216
272
+ Nissan Murano 0.9714 0.4744 0.6375 215
273
+ Nissan NV200 0.8618 0.9860 0.9197 215
274
+ Nissan Pathfinder 0.7895 0.2791 0.4124 215
275
+ Nissan Rogue 0.6941 0.5463 0.6114 216
276
+ Nissan Rogue Sport 0.8396 0.7302 0.7811 215
277
+ Nissan Sentra 0.7188 0.1065 0.1855 216
278
+ Nissan Titan 0.5532 0.1209 0.1985 215
279
+ Nissan Versa 0.3047 0.3287 0.3163 216
280
+ Porsche 718 0.3118 0.8935 0.4623 216
281
+ Porsche 718 Spyder 0.9863 1.0000 0.9931 216
282
+ Porsche 911 0.7183 0.2361 0.3554 216
283
+ Porsche Cayenne 0.7170 0.3535 0.4735 215
284
+ Porsche Macan 0.9727 0.4954 0.6564 216
285
+ Porsche Panamera 0.5273 0.1343 0.2140 216
286
+ Porsche Taycan 0.4928 0.9581 0.6509 215
287
+ Ram 1500 0.3736 0.6326 0.4698 215
288
+ Ram 2500 0.4878 0.6481 0.5567 216
289
+ Rolls-Royce Cullinan 0.8269 1.0000 0.9053 215
290
+ Rolls-Royce Dawn 0.7105 1.0000 0.8308 216
291
+ Rolls-Royce Ghost 0.4000 0.7870 0.5304 216
292
+ Rolls-Royce Phantom 0.4729 0.9676 0.6353 216
293
+ Rolls-Royce Wraith 0.9765 0.9630 0.9697 216
294
+ Subaru Ascent 0.5563 0.7814 0.6499 215
295
+ Subaru BRZ 0.6839 0.5509 0.6103 216
296
+ Subaru Crosstrek 0.9358 0.4744 0.6296 215
297
+ Subaru Forester 0.6329 0.4651 0.5362 215
298
+ Subaru Impreza 0.5000 0.0140 0.0271 215
299
+ Subaru Legacy 0.3056 0.0509 0.0873 216
300
+ Subaru Outback 0.4394 0.7256 0.5474 215
301
+ Subaru STI S209 1.0000 1.0000 1.0000 216
302
+ Subaru WRX 0.4797 0.6019 0.5339 216
303
+ Tesla Model 3 0.7128 0.9814 0.8258 215
304
+ Tesla Model S 0.8871 0.2558 0.3971 215
305
+ Tesla Model X 0.7811 0.9628 0.8625 215
306
+ Tesla Model Y 0.9513 1.0000 0.9751 215
307
+ Toyota 4Runner 0.5298 0.7824 0.6318 216
308
+ Toyota 86 0.7660 1.0000 0.8675 216
309
+ Toyota Avalon 0.6166 0.5535 0.5833 215
310
+ Toyota C-HR 0.8101 0.8930 0.8496 215
311
+ Toyota Camry 0.2407 0.4491 0.3134 216
312
+ Toyota Corolla 0.4762 0.2778 0.3509 216
313
+ Toyota Highlander 0.6667 0.1944 0.3011 216
314
+ Toyota Land Cruiser 0.5409 0.7070 0.6129 215
315
+ Toyota Mirai 0.5949 0.9722 0.7381 216
316
+ Toyota Prius 0.5346 0.3953 0.4545 215
317
+ Toyota Prius C 0.3025 0.8512 0.4463 215
318
+ Toyota RAV4 0.6765 0.1065 0.1840 216
319
+ Toyota Sequoia 0.6528 0.6528 0.6528 216
320
+ Toyota Sienna 0.5889 0.7824 0.6720 216
321
+ Toyota Supra 0.4144 0.9306 0.5735 216
322
+ Toyota Tacoma 0.5490 0.2605 0.3533 215
323
+ Toyota Tundra 0.5106 0.1111 0.1825 216
324
+ Toyota Yaris 0.3692 0.1111 0.1708 216
325
+ Toyota Yaris Hatchback 0.9954 1.0000 0.9977 215
326
+ Volkswagen Arteon 0.6119 1.0000 0.7592 216
327
+ Volkswagen Atlas 0.7969 0.7083 0.7500 216
328
+ Volkswagen Beetle 0.7317 0.6944 0.7126 216
329
+ Volkswagen Golf 0.4632 0.2037 0.2830 216
330
+ Volkswagen Jetta 0.4094 0.2824 0.3342 216
331
+ Volkswagen Passat 1.0000 0.0419 0.0804 215
332
+ Volkswagen Tiguan 0.9873 0.3628 0.5306 215
333
+ Volkswagen e-Golf 0.4772 0.9256 0.6297 215
334
+ Volvo S60 0.6667 0.0093 0.0183 216
335
+ Volvo S90 0.8667 0.4815 0.6190 216
336
+ Volvo V60 0.8936 0.3907 0.5437 215
337
+ Volvo V90 0.5288 0.9352 0.6756 216
338
+ Volvo XC40 0.8083 0.9023 0.8527 215
339
+ Volvo XC60 0.5847 0.3194 0.4132 216
340
+ Volvo XC90 0.8689 0.4907 0.6272 216
341
+ smart fortwo 0.7423 0.3333 0.4601 216
342
 
343
+ accuracy 0.5872 69639
344
+ macro avg 0.6564 0.5872 0.5563 69639
345
+ weighted avg 0.6564 0.5872 0.5562 69639
346
  ```