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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: 0.5872
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- F1 Score: 0.5563
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  Classification report:
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  precision recall f1-score support
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- Acura ILX 0.3049 0.8287 0.4458 216
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- 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
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- Acura RLX 0.6733 0.4698 0.5534 215
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- Acura TLX 0.7485 0.5648 0.6438 216
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- Alfa Romeo 4C 0.6548 0.8558 0.7419 215
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- 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
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- 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
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- Aston Martin Vanquish 0.8488 0.6791 0.7545 215
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- Aston Martin Vantage 0.4766 0.4722 0.4744 216
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- Audi A3 0.6098 0.2326 0.3367 215
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- Audi A4 0.4574 0.6000 0.5191 215
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- Audi A5 0.3699 0.4233 0.3948 215
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- Audi A6 0.2415 0.4279 0.3087 215
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- Audi A7 0.6290 0.1806 0.2806 216
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- Audi A8 0.2419 0.7917 0.3705 216
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- Audi Q3 0.8265 0.8380 0.8322 216
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- Audi Q5 0.7935 0.5721 0.6649 215
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- Audi Q7 0.5061 0.7639 0.6089 216
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- Audi Q8 0.8742 0.6435 0.7413 216
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- Audi R8 0.7248 0.3657 0.4862 216
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- Audi TT 0.3688 0.7256 0.4890 215
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- Audi e-tron 0.9831 0.8140 0.8906 215
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- BMW 2-Series 0.5079 0.2977 0.3754 215
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  BMW 3-Series 0.5583 0.3102 0.3988 216
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- BMW 4-Series 0.5435 0.3472 0.4237 216
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- BMW 5-Series 0.6400 0.0741 0.1328 216
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- BMW 6-Series 0.5857 0.1898 0.2867 216
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- BMW 7-Series 0.4865 0.4167 0.4489 216
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- BMW 8-Series 0.8722 0.9209 0.8959 215
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- BMW X1 0.8762 0.4279 0.5750 215
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- BMW X2 0.9159 0.4537 0.6068 216
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- BMW X3 0.6074 0.4583 0.5224 216
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- BMW X4 0.7669 0.4744 0.5862 215
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- BMW X5 1.0000 0.0558 0.1057 215
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- BMW X6 1.0000 0.1767 0.3004 215
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- BMW X7 0.7158 0.9676 0.8228 216
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- BMW Z4 0.5506 0.4537 0.4975 216
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- BMW i3 0.7198 0.7731 0.7455 216
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- BMW i8 0.5935 0.8558 0.7010 215
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- Bentley Bentayga 0.7871 0.7361 0.7608 216
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- Bentley Continental GT 0.9677 0.2791 0.4332 215
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- Bentley Flying Spur 0.5429 0.5302 0.5365 215
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- Bentley Mulsanne 0.3973 0.6806 0.5017 216
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- Buick Cascada 0.7860 0.9352 0.8541 216
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- Buick Enclave 0.3787 0.7731 0.5084 216
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- Buick Encore 0.3673 0.8843 0.5190 216
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- Buick Envision 0.5925 0.9491 0.7295 216
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- Buick Lacrosse 0.4848 0.2963 0.3678 216
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- Buick Regal 0.9310 0.1250 0.2204 216
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- Cadillac ATS 0.8667 0.3009 0.4467 216
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- Cadillac CT4 0.8471 1.0000 0.9172 216
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- Cadillac CT5 0.7143 1.0000 0.8333 215
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- Cadillac CT6 0.7739 0.4140 0.5394 215
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- Cadillac CTS 0.4649 0.4000 0.4300 215
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- Cadillac Escalade 0.6526 0.5767 0.6123 215
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- Cadillac XT4 0.6852 0.9676 0.8023 216
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- Cadillac XT5 0.3828 0.9116 0.5392 215
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- Cadillac XT6 0.6708 1.0000 0.8030 216
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- Cadillac XTS 0.3260 0.8889 0.4770 216
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- Chevrolet Blazer 0.8622 0.7860 0.8224 215
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- Chevrolet Bolt EV 0.8879 0.8796 0.8837 216
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- Chevrolet Camaro 0.5648 0.2824 0.3765 216
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- Chevrolet Colorado 0.8824 0.1395 0.2410 215
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- Chevrolet Corvette 0.6187 0.3981 0.4845 216
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- Chevrolet Cruze 0.3143 0.0509 0.0876 216
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- Chevrolet Equinox 0.9688 0.1435 0.2500 216
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- Chevrolet Impala 0.2915 0.8611 0.4356 216
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- Chevrolet Malibu 0.5714 0.0370 0.0696 216
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- Chevrolet Silverado 1500 0.3099 0.3472 0.3275 216
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- Chevrolet Silverado 2500HD 0.3956 0.5000 0.4417 216
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- Chevrolet Sonic 0.6718 0.6093 0.6390 215
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- Chevrolet Spark 0.3563 0.9628 0.5201 215
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- Chevrolet Suburban 0.5249 0.6343 0.5744 216
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- Chevrolet Tahoe 0.4922 0.5907 0.5370 215
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- Chevrolet TrailBlazer 0.5672 0.8796 0.6897 216
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- Chevrolet Traverse 0.4684 0.6558 0.5465 215
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- Chevrolet Trax 0.8075 0.8935 0.8484 216
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- Chevrolet Volt 0.8571 0.3333 0.4800 216
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- Chrysler 300 0.7213 0.4074 0.5207 216
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- Chrysler Pacifica 0.8696 0.5581 0.6799 215
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- Dodge Challenger 0.7414 0.3981 0.5181 216
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- Dodge Charger 0.9091 0.0463 0.0881 216
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- Dodge Durango 0.6139 0.5767 0.5947 215
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- Dodge Grand Caravan 0.6667 0.9259 0.7752 216
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- Dodge Journey 0.5887 0.7222 0.6486 216
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- FIAT 124 Spider 0.4342 0.9769 0.6011 216
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- FIAT 500 0.7111 0.1481 0.2452 216
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- FIAT 500L 0.6551 0.9583 0.7782 216
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- FIAT 500X 0.7854 0.9535 0.8613 215
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- FIAT 500e 0.4744 0.9861 0.6406 216
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- Ferrari 488 GTB 0.5142 0.8419 0.6384 215
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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 215
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- Ford Ecosport 0.6067 1.0000 0.7552 216
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- Ford Edge 1.0000 0.0370 0.0714 216
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- Ford Escape 0.9643 0.1256 0.2222 215
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- Ford Expedition 0.4913 0.5256 0.5079 215
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- Ford Explorer 0.8226 0.2361 0.3669 216
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- Ford F-150 0.4595 0.0791 0.1349 215
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- Ford Fiesta 0.5045 0.2593 0.3425 216
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- Ford Flex 0.6406 0.8333 0.7243 216
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- Ford Fusion 0.5039 0.3009 0.3768 216
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- Ford Mustang 0.6667 0.1204 0.2039 216
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- Ford Ranger 0.6142 0.7256 0.6652 215
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- Ford Super Duty F-250 0.8082 0.2731 0.4083 216
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- Ford Taurus 0.6720 0.5787 0.6219 216
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- Ford Transit Connect Wagon 0.8178 0.8977 0.8559 215
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- GMC Acadia 0.4655 0.7535 0.5755 215
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- GMC Canyon 0.3593 0.5556 0.4364 216
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- GMC Sierra 1500 0.3280 0.3796 0.3519 216
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- GMC Sierra 2500HD 0.2686 0.6019 0.3714 216
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- GMC Terrain 0.7692 0.1852 0.2985 216
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- GMC Yukon 0.5632 0.7222 0.6329 216
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- Genesis G70 0.8861 0.8287 0.8565 216
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- Genesis G80 0.4856 0.8565 0.6198 216
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- Genesis G90 0.4824 0.5694 0.5223 216
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- Honda Accord 0.2661 0.1349 0.1790 215
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- Honda CR-V 0.3883 0.4907 0.4335 216
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- Honda Civic 0.6296 0.0791 0.1405 215
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- Honda Clarity 0.9205 0.6435 0.7575 216
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- Honda Fit 0.4680 0.4419 0.4545 215
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- Honda HR-V 0.8152 0.6977 0.7519 215
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- Honda Insight 0.8519 0.3194 0.4646 216
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- Honda Odyssey 0.4890 0.7222 0.5832 216
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- Honda Passport 0.4964 0.9583 0.6540 216
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- Honda Pilot 0.7333 0.1019 0.1789 216
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- Honda Ridgeline 0.5880 0.6372 0.6116 215
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- Hyundai Accent 0.2785 0.6372 0.3876 215
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- Hyundai Elantra 0.3235 0.0509 0.0880 216
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- Hyundai Ioniq 0.7143 0.6944 0.7042 216
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- Hyundai Kona 0.7551 0.8565 0.8026 216
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- Hyundai Kona Electric 0.7273 1.0000 0.8421 216
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- Hyundai NEXO 0.9817 1.0000 0.9908 215
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- Hyundai Palisade 0.9099 0.9860 0.9464 215
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- Hyundai Santa Fe 0.7544 0.1991 0.3150 216
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- Hyundai Sonata 0.5109 0.2176 0.3052 216
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- Hyundai Tucson 0.9744 0.1759 0.2980 216
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- Hyundai Veloster 0.6382 0.7269 0.6797 216
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- Hyundai Venue 0.8963 1.0000 0.9453 216
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- INFINITI Q50 0.8784 0.3023 0.4498 215
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- INFINITI Q60 0.5073 0.8056 0.6225 216
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- INFINITI Q70 0.2395 0.9259 0.3806 216
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- INFINITI QX30 0.7633 1.0000 0.8657 216
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- INFINITI QX50 0.9570 0.4140 0.5779 215
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- INFINITI QX60 0.9388 0.4259 0.5860 216
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- INFINITI QX80 0.7718 0.7395 0.7553 215
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- Jaguar E-Pace 0.8700 0.8056 0.8365 216
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- Jaguar F-Pace 0.9740 0.3488 0.5137 215
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- Jaguar F-Type 0.7568 0.1296 0.2213 216
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- Jaguar I-Pace 0.8760 0.4907 0.6291 216
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- Jaguar XE 0.7822 0.3674 0.5000 215
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- Jaguar XF 0.5714 0.0185 0.0359 216
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- Jaguar XJ 0.6324 0.2000 0.3039 215
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- Jeep Cherokee 0.5033 0.7163 0.5912 215
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- Jeep Compass 0.7186 0.5556 0.6266 216
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- Jeep Gladiator 0.8151 1.0000 0.8981 216
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- Jeep Grand Cherokee 0.9294 0.3657 0.5249 216
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- Jeep Renegade 0.7649 0.9535 0.8489 215
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- Jeep Wrangler 0.7835 0.9256 0.8486 215
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- Kia Cadenza 0.4211 0.7407 0.5369 216
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- Kia Forte 0.1917 0.4074 0.2607 216
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- Kia K900 0.6779 0.9352 0.7860 216
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- Kia Niro 0.8862 0.5046 0.6431 216
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- Kia Optima 0.5865 0.3611 0.4470 216
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- Kia Rio 0.3657 0.5231 0.4305 216
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- Kia Sedona 0.6816 0.7767 0.7261 215
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- Kia Sorento 1.0000 0.0833 0.1538 216
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- Kia Soul 0.8333 0.2093 0.3346 215
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- Kia Soul EV 0.6699 0.9676 0.7917 216
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- Kia Sportage 0.3983 0.6651 0.4983 215
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- Kia Stinger 0.9641 0.8704 0.9148 216
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- Kia Telluride 0.5706 0.9581 0.7153 215
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- Lamborghini Aventador 0.7895 0.9722 0.8714 216
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- Lamborghini Huracan 0.5350 0.7814 0.6352 215
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- Lamborghini Urus 0.3956 1.0000 0.5669 216
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- Land Rover Defender 0.5094 1.0000 0.6750 216
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- Land Rover Discovery 1.0000 0.2731 0.4291 216
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- Land Rover Discovery Sport 0.6360 0.8009 0.7090 216
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- Land Rover Range Rover 0.4438 0.3674 0.4020 215
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- Land Rover Range Rover Evoque 0.9355 0.2685 0.4173 216
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- Land Rover Range Rover Sport 0.6667 0.1023 0.1774 215
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- Land Rover Range Rover Velar 0.9915 0.5395 0.6988 215
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- Lexus ES 0.4074 0.2037 0.2716 216
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- Lexus GS 0.6154 0.3333 0.4324 216
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- Lexus GX 0.7625 0.9213 0.8344 216
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- Lexus IS 0.5444 0.4558 0.4962 215
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- Lexus LC 0.7280 0.8426 0.7811 216
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- Lexus LS 0.4884 0.6806 0.5687 216
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- Lexus LX 0.6410 0.2315 0.3401 216
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- Lexus NX 0.5359 0.8326 0.6521 215
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- Lexus RC 0.7882 0.3116 0.4467 215
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- Lexus RX 0.6500 0.4815 0.5532 216
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- Lexus UX 0.9441 0.7070 0.8085 215
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- Lincoln Aviator 0.6721 0.5694 0.6165 216
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- Lincoln Continental 0.7569 0.5070 0.6072 215
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- Lincoln Corsair 0.7820 0.9674 0.8649 215
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- Lincoln MKC 0.3453 0.8512 0.4913 215
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- Lincoln MKT 0.7630 0.7454 0.7541 216
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- Lincoln MKZ 0.7345 0.6019 0.6616 216
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- Lincoln Nautilus 0.7188 0.8558 0.7813 215
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- Lincoln Navigator 0.5281 0.5648 0.5459 216
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- MINI Clubman 0.6975 0.7685 0.7313 216
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- MINI Cooper 0.5509 0.7302 0.6280 215
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- MINI Cooper Countryman 0.7688 0.6620 0.7114 216
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- Maserati Ghibli 0.4808 0.9302 0.6339 215
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- Maserati GranTurismo 0.7412 0.2930 0.4200 215
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- Maserati Levante 0.9897 0.8935 0.9392 216
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- Maserati Quattroporte 0.4846 0.8009 0.6038 216
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- Mazda CX-3 0.5344 0.9352 0.6801 216
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- Mazda CX-30 0.9000 1.0000 0.9474 216
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- Mazda CX-5 0.7727 0.0791 0.1435 215
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- Mazda CX-9 0.5403 0.6204 0.5776 216
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- Mazda MAZDA3 0.6098 0.1163 0.1953 215
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- Mazda MAZDA6 0.3868 0.5721 0.4615 215
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- Mazda MX-5 Miata 0.6250 0.2093 0.3136 215
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- Mazda Mazda3 Hatchback 0.9908 1.0000 0.9954 215
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- McLaren 570GT 0.9863 1.0000 0.9931 216
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- McLaren 570S 0.9267 1.0000 0.9620 215
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- McLaren 720S 0.6103 0.9861 0.7540 216
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- Mercedes-Benz A Class 0.6804 1.0000 0.8098 215
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- Mercedes-Benz AMG GT 0.5300 0.4907 0.5096 216
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  Mercedes-Benz C Class 1.0000 0.0046 0.0092 216
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- Mercedes-Benz CLA Class 0.9722 0.1628 0.2789 215
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- Mercedes-Benz CLS Class 0.6129 0.0880 0.1538 216
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- Mercedes-Benz E Class 0.4330 0.1944 0.2684 216
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- Mercedes-Benz EQC 0.7239 1.0000 0.8398 215
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- Mercedes-Benz G Class 0.7500 0.6944 0.7212 216
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- Mercedes-Benz GLA Class 0.5418 0.6930 0.6082 215
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- Mercedes-Benz GLB Class 0.4190 0.9628 0.5839 215
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- Mercedes-Benz GLC Class 0.7436 0.1349 0.2283 215
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- Mercedes-Benz GLE Class 0.5163 0.3674 0.4293 215
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- Mercedes-Benz GLS Class 0.5706 0.8837 0.6934 215
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- Mercedes-Benz Metris 0.7833 0.9537 0.8601 216
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- Mercedes-Benz S Class 0.5366 0.1023 0.1719 215
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- Mercedes-Benz SL Class 0.4314 0.7023 0.5345 215
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- Mercedes-Benz SLC Class 0.7547 0.7407 0.7477 216
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- Mitsubishi Eclipse Cross 0.6595 1.0000 0.7948 215
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- Mitsubishi Mirage 0.4704 0.6991 0.5624 216
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- Mitsubishi Outlander 0.7850 0.3889 0.5201 216
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- Mitsubishi Outlander Sport 0.4723 0.5926 0.5257 216
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- Nissan 370Z 0.7973 0.5488 0.6501 215
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- Nissan Altima 0.3345 0.4259 0.3747 216
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- Nissan Armada 0.6912 0.6944 0.6928 216
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- Nissan Frontier 0.5000 0.6698 0.5726 215
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- Nissan GT-R 0.6038 0.2963 0.3975 216
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- Nissan Kicks 0.6467 1.0000 0.7855 216
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- Nissan Leaf 0.6506 0.2500 0.3612 216
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- Nissan Maxima 0.5191 0.8194 0.6355 216
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- Nissan Murano 0.9714 0.4744 0.6375 215
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- Nissan NV200 0.8618 0.9860 0.9197 215
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- Nissan Pathfinder 0.7895 0.2791 0.4124 215
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- Nissan Rogue 0.6941 0.5463 0.6114 216
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- Nissan Rogue Sport 0.8396 0.7302 0.7811 215
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- Nissan Sentra 0.7188 0.1065 0.1855 216
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- Nissan Titan 0.5532 0.1209 0.1985 215
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- Nissan Versa 0.3047 0.3287 0.3163 216
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- Porsche 718 0.3118 0.8935 0.4623 216
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- Porsche 718 Spyder 0.9863 1.0000 0.9931 216
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- Porsche 911 0.7183 0.2361 0.3554 216
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- Porsche Cayenne 0.7170 0.3535 0.4735 215
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- Porsche Macan 0.9727 0.4954 0.6564 216
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- Porsche Panamera 0.5273 0.1343 0.2140 216
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- Porsche Taycan 0.4928 0.9581 0.6509 215
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- Ram 1500 0.3736 0.6326 0.4698 215
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- Ram 2500 0.4878 0.6481 0.5567 216
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- Rolls-Royce Cullinan 0.8269 1.0000 0.9053 215
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- Rolls-Royce Dawn 0.7105 1.0000 0.8308 216
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- Rolls-Royce Ghost 0.4000 0.7870 0.5304 216
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- Rolls-Royce Phantom 0.4729 0.9676 0.6353 216
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- Rolls-Royce Wraith 0.9765 0.9630 0.9697 216
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- Subaru Ascent 0.5563 0.7814 0.6499 215
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- Subaru BRZ 0.6839 0.5509 0.6103 216
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- Subaru Crosstrek 0.9358 0.4744 0.6296 215
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- Subaru Forester 0.6329 0.4651 0.5362 215
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- Subaru Impreza 0.5000 0.0140 0.0271 215
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- Subaru Legacy 0.3056 0.0509 0.0873 216
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- Subaru Outback 0.4394 0.7256 0.5474 215
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- Subaru STI S209 1.0000 1.0000 1.0000 216
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- Subaru WRX 0.4797 0.6019 0.5339 216
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- Tesla Model 3 0.7128 0.9814 0.8258 215
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- Tesla Model S 0.8871 0.2558 0.3971 215
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- Tesla Model X 0.7811 0.9628 0.8625 215
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- Tesla Model Y 0.9513 1.0000 0.9751 215
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- Toyota 4Runner 0.5298 0.7824 0.6318 216
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- Toyota 86 0.7660 1.0000 0.8675 216
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- Toyota Avalon 0.6166 0.5535 0.5833 215
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- Toyota C-HR 0.8101 0.8930 0.8496 215
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- Toyota Camry 0.2407 0.4491 0.3134 216
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- Toyota Corolla 0.4762 0.2778 0.3509 216
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- Toyota Highlander 0.6667 0.1944 0.3011 216
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- Toyota Land Cruiser 0.5409 0.7070 0.6129 215
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- Toyota Mirai 0.5949 0.9722 0.7381 216
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- Toyota Prius 0.5346 0.3953 0.4545 215
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- Toyota Prius C 0.3025 0.8512 0.4463 215
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- Toyota RAV4 0.6765 0.1065 0.1840 216
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- Toyota Sequoia 0.6528 0.6528 0.6528 216
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- Toyota Sienna 0.5889 0.7824 0.6720 216
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- Toyota Supra 0.4144 0.9306 0.5735 216
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- Toyota Tacoma 0.5490 0.2605 0.3533 215
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- Toyota Tundra 0.5106 0.1111 0.1825 216
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- Toyota Yaris 0.3692 0.1111 0.1708 216
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  Toyota Yaris Hatchback 0.9954 1.0000 0.9977 215
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- Volkswagen Arteon 0.6119 1.0000 0.7592 216
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- Volkswagen Atlas 0.7969 0.7083 0.7500 216
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- Volkswagen Beetle 0.7317 0.6944 0.7126 216
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- Volkswagen Golf 0.4632 0.2037 0.2830 216
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- Volkswagen Jetta 0.4094 0.2824 0.3342 216
331
- Volkswagen Passat 1.0000 0.0419 0.0804 215
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- Volkswagen Tiguan 0.9873 0.3628 0.5306 215
333
- Volkswagen e-Golf 0.4772 0.9256 0.6297 215
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- Volvo S60 0.6667 0.0093 0.0183 216
335
- Volvo S90 0.8667 0.4815 0.6190 216
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- Volvo V60 0.8936 0.3907 0.5437 215
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- Volvo V90 0.5288 0.9352 0.6756 216
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- Volvo XC40 0.8083 0.9023 0.8527 215
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- Volvo XC60 0.5847 0.3194 0.4132 216
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- Volvo XC90 0.8689 0.4907 0.6272 216
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- smart fortwo 0.7423 0.3333 0.4601 216
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- accuracy 0.5872 69639
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- macro avg 0.6564 0.5872 0.5563 69639
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- weighted avg 0.6564 0.5872 0.5562 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: 0.6021
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+ F1 Score: 0.5727
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15
  Classification report:
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17
  precision recall f1-score support
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+ Acura ILX 0.3199 0.8465 0.4643 215
20
+ Acura MDX 0.7863 0.4259 0.5526 216
21
+ Acura NSX 0.7653 0.3472 0.4777 216
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+ Acura RDX 0.9200 0.2140 0.3472 215
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+ Acura RLX 0.6753 0.4815 0.5622 216
24
+ Acura TLX 0.7403 0.6233 0.6768 215
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+ Alfa Romeo 4C 0.6966 0.8611 0.7702 216
26
+ Alfa Romeo 4C Spider 0.8963 1.0000 0.9453 216
27
+ Alfa Romeo Giulia 0.6498 0.7130 0.6799 216
28
+ Alfa Romeo Stelvio 0.5472 0.9120 0.6840 216
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+ Aston Martin DB11 0.6334 0.9120 0.7476 216
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+ Aston Martin DBS 0.4782 0.9120 0.6274 216
31
+ Aston Martin Vanquish 0.7886 0.6419 0.7077 215
32
+ Aston Martin Vantage 0.4598 0.4769 0.4682 216
33
+ Audi A3 0.5556 0.2546 0.3492 216
34
+ Audi A4 0.4585 0.5880 0.5152 216
35
+ Audi A5 0.3612 0.4419 0.3975 215
36
+ Audi A6 0.2449 0.4491 0.3170 216
37
+ Audi A7 0.4412 0.1389 0.2113 216
38
+ Audi A8 0.2663 0.7731 0.3962 216
39
+ Audi Q3 0.8341 0.8611 0.8474 216
40
+ Audi Q5 0.7576 0.5814 0.6579 215
41
+ Audi Q7 0.5300 0.7814 0.6316 215
42
+ Audi Q8 0.9123 0.7222 0.8062 216
43
+ Audi R8 0.6960 0.4028 0.5103 216
44
+ Audi TT 0.3944 0.7814 0.5242 215
45
+ Audi e-tron 0.9836 0.8333 0.9023 216
46
+ BMW 2-Series 0.4534 0.3380 0.3873 216
47
  BMW 3-Series 0.5583 0.3102 0.3988 216
48
+ BMW 4-Series 0.6133 0.4279 0.5041 215
49
+ BMW 5-Series 0.7436 0.1349 0.2283 215
50
+ BMW 6-Series 0.7206 0.2279 0.3463 215
51
+ BMW 7-Series 0.4479 0.4000 0.4226 215
52
+ BMW 8-Series 0.8772 0.9302 0.9029 215
53
+ BMW X1 0.8016 0.4698 0.5924 215
54
+ BMW X2 0.9238 0.4491 0.6044 216
55
+ BMW X3 0.6364 0.4861 0.5512 216
56
+ BMW X4 0.7643 0.5556 0.6434 216
57
+ BMW X5 1.0000 0.0880 0.1617 216
58
+ BMW X6 0.9512 0.1806 0.3035 216
59
+ BMW X7 0.7089 0.9583 0.8150 216
60
+ BMW Z4 0.5575 0.4491 0.4974 216
61
+ BMW i3 0.7190 0.8093 0.7615 215
62
+ BMW i8 0.6644 0.9023 0.7653 215
63
+ Bentley Bentayga 0.7885 0.8287 0.8081 216
64
+ Bentley Continental GT 0.9155 0.3023 0.4545 215
65
+ Bentley Flying Spur 0.5231 0.5256 0.5244 215
66
+ Bentley Mulsanne 0.4516 0.7778 0.5714 216
67
+ Buick Cascada 0.7463 0.9398 0.8320 216
68
+ Buick Enclave 0.4083 0.8241 0.5460 216
69
+ Buick Encore 0.3952 0.9074 0.5506 216
70
+ Buick Envision 0.6858 0.9442 0.7945 215
71
+ Buick Lacrosse 0.4833 0.2685 0.3452 216
72
+ Buick Regal 0.9615 0.1157 0.2066 216
73
+ Cadillac ATS 0.7444 0.3102 0.4379 216
74
+ Cadillac CT4 0.8884 1.0000 0.9409 215
75
+ Cadillac CT5 0.7500 1.0000 0.8571 216
76
+ Cadillac CT6 0.8839 0.4583 0.6037 216
77
+ Cadillac CTS 0.5276 0.3981 0.4538 216
78
+ Cadillac Escalade 0.7235 0.5721 0.6390 215
79
+ Cadillac XT4 0.7158 0.9721 0.8245 215
80
+ Cadillac XT5 0.3930 0.8843 0.5442 216
81
+ Cadillac XT6 0.6891 1.0000 0.8159 215
82
+ Cadillac XTS 0.3067 0.8704 0.4536 216
83
+ Chevrolet Blazer 0.8877 0.7685 0.8238 216
84
+ Chevrolet Bolt EV 0.9159 0.9074 0.9116 216
85
+ Chevrolet Camaro 0.6299 0.3704 0.4665 216
86
+ Chevrolet Colorado 0.8250 0.1528 0.2578 216
87
+ Chevrolet Corvette 0.6763 0.4352 0.5296 216
88
+ Chevrolet Cruze 0.4474 0.0787 0.1339 216
89
+ Chevrolet Equinox 1.0000 0.1944 0.3256 216
90
+ Chevrolet Impala 0.2997 0.8241 0.4395 216
91
+ Chevrolet Malibu 0.2500 0.0186 0.0346 215
92
+ Chevrolet Silverado 1500 0.2863 0.3302 0.3067 215
93
+ Chevrolet Silverado 2500HD 0.3636 0.5209 0.4283 215
94
+ Chevrolet Sonic 0.6632 0.5953 0.6275 215
95
+ Chevrolet Spark 0.4020 0.9491 0.5647 216
96
+ Chevrolet Suburban 0.5352 0.7070 0.6092 215
97
+ Chevrolet Tahoe 0.4882 0.5767 0.5288 215
98
+ Chevrolet TrailBlazer 0.5976 0.9074 0.7206 216
99
+ Chevrolet Traverse 0.5709 0.7269 0.6395 216
100
+ Chevrolet Trax 0.8502 0.8935 0.8713 216
101
+ Chevrolet Volt 0.8454 0.3814 0.5256 215
102
+ Chrysler 300 0.6644 0.4583 0.5425 216
103
+ Chrysler Pacifica 0.8913 0.5721 0.6969 215
104
+ Dodge Challenger 0.7241 0.3889 0.5060 216
105
+ Dodge Charger 0.9167 0.0509 0.0965 216
106
+ Dodge Durango 0.6207 0.5833 0.6014 216
107
+ Dodge Grand Caravan 0.6747 0.9163 0.7771 215
108
+ Dodge Journey 0.6255 0.7767 0.6929 215
109
+ FIAT 124 Spider 0.4346 0.9581 0.5980 215
110
+ FIAT 500 0.6364 0.1620 0.2583 216
111
+ FIAT 500L 0.6832 0.9628 0.7992 215
112
+ FIAT 500X 0.8000 0.9488 0.8681 215
113
+ FIAT 500e 0.4581 0.9907 0.6265 215
114
+ Ferrari 488 GTB 0.5081 0.8750 0.6429 216
115
  Ferrari GTC4Lusso 1.0000 1.0000 1.0000 216
116
  Ferrari Portofino 0.9954 1.0000 0.9977 215
117
+ Ford Ecosport 0.6136 1.0000 0.7606 216
118
+ Ford Edge 0.8889 0.0372 0.0714 215
119
+ Ford Escape 0.9429 0.1535 0.2640 215
120
+ Ford Expedition 0.5258 0.5185 0.5221 216
121
+ Ford Explorer 0.8806 0.2744 0.4184 215
122
+ Ford F-150 0.5106 0.1116 0.1832 215
123
+ Ford Fiesta 0.5470 0.2977 0.3855 215
124
+ Ford Flex 0.7000 0.8102 0.7511 216
125
+ Ford Fusion 0.4589 0.3116 0.3712 215
126
+ Ford Mustang 0.7105 0.1256 0.2134 215
127
+ Ford Ranger 0.6444 0.7163 0.6784 215
128
+ Ford Super Duty F-250 0.8133 0.2824 0.4192 216
129
+ Ford Taurus 0.6554 0.5395 0.5918 215
130
+ Ford Transit Connect Wagon 0.8837 0.8837 0.8837 215
131
+ GMC Acadia 0.4683 0.7907 0.5882 215
132
+ GMC Canyon 0.3704 0.5093 0.4288 216
133
+ GMC Sierra 1500 0.3209 0.3209 0.3209 215
134
+ GMC Sierra 2500HD 0.2731 0.5628 0.3678 215
135
+ GMC Terrain 0.8136 0.2233 0.3504 215
136
+ GMC Yukon 0.5977 0.7256 0.6555 215
137
+ Genesis G70 0.9272 0.8843 0.9052 216
138
+ Genesis G80 0.4811 0.8843 0.6232 216
139
+ Genesis G90 0.5494 0.6435 0.5928 216
140
+ Honda Accord 0.3299 0.1481 0.2045 216
141
+ Honda CR-V 0.4139 0.5787 0.4826 216
142
+ Honda Civic 0.7500 0.0972 0.1721 216
143
+ Honda Clarity 0.9032 0.6512 0.7568 215
144
+ Honda Fit 0.5185 0.4558 0.4851 215
145
+ Honda HR-V 0.8852 0.7500 0.8120 216
146
+ Honda Insight 0.7867 0.2731 0.4055 216
147
+ Honda Odyssey 0.5219 0.7731 0.6231 216
148
+ Honda Passport 0.5276 0.9767 0.6852 215
149
+ Honda Pilot 0.6383 0.1389 0.2281 216
150
+ Honda Ridgeline 0.6048 0.6944 0.6466 216
151
+ Hyundai Accent 0.2849 0.6837 0.4022 215
152
+ Hyundai Elantra 0.4118 0.0648 0.1120 216
153
+ Hyundai Ioniq 0.6818 0.6944 0.6881 216
154
+ Hyundai Kona 0.7837 0.8889 0.8330 216
155
+ Hyundai Kona Electric 0.7388 1.0000 0.8498 215
156
+ Hyundai NEXO 0.9954 1.0000 0.9977 216
157
+ Hyundai Palisade 0.9115 0.9537 0.9321 216
158
+ Hyundai Santa Fe 0.6491 0.1713 0.2711 216
159
+ Hyundai Sonata 0.5570 0.2037 0.2983 216
160
+ Hyundai Tucson 1.0000 0.1528 0.2651 216
161
+ Hyundai Veloster 0.6397 0.7349 0.6840 215
162
+ Hyundai Venue 0.8710 1.0000 0.9310 216
163
+ INFINITI Q50 0.9125 0.3395 0.4949 215
164
+ INFINITI Q60 0.5392 0.8287 0.6533 216
165
+ INFINITI Q70 0.2572 0.9116 0.4012 215
166
+ INFINITI QX30 0.7963 1.0000 0.8866 215
167
+ INFINITI QX50 0.9604 0.4512 0.6139 215
168
+ INFINITI QX60 0.9298 0.4907 0.6424 216
169
+ INFINITI QX80 0.7284 0.7824 0.7545 216
170
+ Jaguar E-Pace 0.8843 0.8884 0.8863 215
171
+ Jaguar F-Pace 0.9184 0.4167 0.5732 216
172
+ Jaguar F-Type 0.7879 0.1209 0.2097 215
173
+ Jaguar I-Pace 0.8915 0.5349 0.6686 215
174
+ Jaguar XE 0.6842 0.4233 0.5230 215
175
+ Jaguar XF 0.5455 0.0278 0.0529 216
176
+ Jaguar XJ 0.7273 0.2593 0.3823 216
177
+ Jeep Cherokee 0.5857 0.7593 0.6613 216
178
+ Jeep Compass 0.7095 0.5907 0.6447 215
179
+ Jeep Gladiator 0.8090 1.0000 0.8944 216
180
+ Jeep Grand Cherokee 0.9012 0.3380 0.4916 216
181
+ Jeep Renegade 0.7729 0.9769 0.8630 216
182
+ Jeep Wrangler 0.8382 0.9395 0.8860 215
183
+ Kia Cadenza 0.4444 0.7407 0.5556 216
184
+ Kia Forte 0.1864 0.4326 0.2605 215
185
+ Kia K900 0.6888 0.9163 0.7864 215
186
+ Kia Niro 0.7516 0.5324 0.6233 216
187
+ Kia Optima 0.5510 0.3767 0.4475 215
188
+ Kia Rio 0.3290 0.4722 0.3878 216
189
+ Kia Sedona 0.6493 0.8056 0.7190 216
190
+ Kia Sorento 0.9524 0.0926 0.1688 216
191
+ Kia Soul 0.9298 0.2454 0.3883 216
192
+ Kia Soul EV 0.6766 0.9491 0.7900 216
193
+ Kia Sportage 0.4155 0.7176 0.5263 216
194
+ Kia Stinger 0.9799 0.9070 0.9420 215
195
+ Kia Telluride 0.5297 0.9491 0.6799 216
196
+ Lamborghini Aventador 0.8340 0.9769 0.8998 216
197
+ Lamborghini Huracan 0.5471 0.8333 0.6606 216
198
+ Lamborghini Urus 0.4274 1.0000 0.5989 215
199
+ Land Rover Defender 0.5387 1.0000 0.7002 216
200
+ Land Rover Discovery 1.0000 0.2639 0.4176 216
201
+ Land Rover Discovery Sport 0.6284 0.8611 0.7266 216
202
+ Land Rover Range Rover 0.4850 0.4491 0.4663 216
203
+ Land Rover Range Rover Evoque 0.9130 0.2917 0.4421 216
204
+ Land Rover Range Rover Sport 0.7556 0.1581 0.2615 215
205
+ Land Rover Range Rover Velar 0.9845 0.5880 0.7362 216
206
+ Lexus ES 0.4062 0.2419 0.3032 215
207
+ Lexus GS 0.6167 0.3442 0.4418 215
208
+ Lexus GX 0.7681 0.9352 0.8434 216
209
+ Lexus IS 0.5477 0.5046 0.5253 216
210
+ Lexus LC 0.7402 0.8704 0.8000 216
211
+ Lexus LS 0.5063 0.7407 0.6015 216
212
+ Lexus LX 0.6667 0.2870 0.4013 216
213
+ Lexus NX 0.5231 0.8419 0.6453 215
214
+ Lexus RC 0.8100 0.3767 0.5143 215
215
+ Lexus RX 0.6154 0.4815 0.5403 216
216
+ Lexus UX 0.9588 0.7581 0.8468 215
217
+ Lincoln Aviator 0.7377 0.6250 0.6767 216
218
+ Lincoln Continental 0.7533 0.5231 0.6175 216
219
+ Lincoln Corsair 0.7962 0.9769 0.8773 216
220
+ Lincoln MKC 0.4004 0.8698 0.5484 215
221
+ Lincoln MKT 0.7783 0.7315 0.7542 216
222
+ Lincoln MKZ 0.7500 0.6000 0.6667 215
223
+ Lincoln Nautilus 0.7074 0.8884 0.7876 215
224
+ Lincoln Navigator 0.5890 0.5972 0.5931 216
225
+ MINI Clubman 0.7511 0.8241 0.7859 216
226
+ MINI Cooper 0.6069 0.7395 0.6667 215
227
+ MINI Cooper Countryman 0.7273 0.6698 0.6973 215
228
+ Maserati Ghibli 0.4927 0.9395 0.6464 215
229
+ Maserati GranTurismo 0.6733 0.3148 0.4290 216
230
+ Maserati Levante 0.9851 0.9167 0.9496 216
231
+ Maserati Quattroporte 0.5477 0.8241 0.6580 216
232
+ Mazda CX-3 0.5321 0.9213 0.6746 216
233
+ Mazda CX-30 0.8745 1.0000 0.9330 216
234
+ Mazda CX-5 0.9130 0.0972 0.1757 216
235
+ Mazda CX-9 0.6000 0.6250 0.6122 216
236
+ Mazda MAZDA3 0.4889 0.1019 0.1686 216
237
+ Mazda MAZDA6 0.3363 0.5256 0.4102 215
238
+ Mazda MX-5 Miata 0.6951 0.2639 0.3826 216
239
+ Mazda Mazda3 Hatchback 0.9862 1.0000 0.9931 215
240
+ McLaren 570GT 0.9908 1.0000 0.9954 215
241
+ McLaren 570S 0.9310 1.0000 0.9643 216
242
+ McLaren 720S 0.6074 0.9860 0.7518 215
243
+ Mercedes-Benz A Class 0.6740 1.0000 0.8052 215
244
+ Mercedes-Benz AMG GT 0.4588 0.3628 0.4052 215
245
  Mercedes-Benz C Class 1.0000 0.0046 0.0092 216
246
+ Mercedes-Benz CLA Class 0.9792 0.2176 0.3561 216
247
+ Mercedes-Benz CLS Class 0.4651 0.0926 0.1544 216
248
+ Mercedes-Benz E Class 0.5253 0.2419 0.3312 215
249
+ Mercedes-Benz EQC 0.7660 1.0000 0.8675 216
250
+ Mercedes-Benz G Class 0.7756 0.7361 0.7553 216
251
+ Mercedes-Benz GLA Class 0.5177 0.7488 0.6122 215
252
+ Mercedes-Benz GLB Class 0.4710 0.9814 0.6365 215
253
+ Mercedes-Benz GLC Class 0.7234 0.1574 0.2586 216
254
+ Mercedes-Benz GLE Class 0.6250 0.4398 0.5163 216
255
+ Mercedes-Benz GLS Class 0.5710 0.9163 0.7036 215
256
+ Mercedes-Benz Metris 0.8387 0.9674 0.8985 215
257
+ Mercedes-Benz S Class 0.5455 0.1111 0.1846 216
258
+ Mercedes-Benz SL Class 0.4834 0.6759 0.5637 216
259
+ Mercedes-Benz SLC Class 0.7826 0.7500 0.7660 216
260
+ Mitsubishi Eclipse Cross 0.6901 1.0000 0.8166 216
261
+ Mitsubishi Mirage 0.4843 0.6435 0.5527 216
262
+ Mitsubishi Outlander 0.6606 0.3349 0.4444 215
263
+ Mitsubishi Outlander Sport 0.4925 0.6111 0.5455 216
264
+ Nissan 370Z 0.7879 0.6019 0.6824 216
265
+ Nissan Altima 0.3835 0.4954 0.4323 216
266
+ Nissan Armada 0.6810 0.7349 0.7069 215
267
+ Nissan Frontier 0.5083 0.7083 0.5919 216
268
+ Nissan GT-R 0.5766 0.2963 0.3914 216
269
+ Nissan Kicks 0.6636 1.0000 0.7978 215
270
+ Nissan Leaf 0.6863 0.3241 0.4403 216
271
+ Nissan Maxima 0.4596 0.7674 0.5749 215
272
+ Nissan Murano 0.9593 0.5463 0.6962 216
273
+ Nissan NV200 0.8694 0.9907 0.9261 215
274
+ Nissan Pathfinder 0.7674 0.3056 0.4371 216
275
+ Nissan Rogue 0.7045 0.5767 0.6343 215
276
+ Nissan Rogue Sport 0.8324 0.7130 0.7681 216
277
+ Nissan Sentra 0.6897 0.0930 0.1639 215
278
+ Nissan Titan 0.3654 0.0880 0.1418 216
279
+ Nissan Versa 0.3320 0.3814 0.3550 215
280
+ Porsche 718 0.3458 0.8981 0.4994 216
281
+ Porsche 718 Spyder 0.9862 1.0000 0.9931 215
282
+ Porsche 911 0.7108 0.2731 0.3946 216
283
+ Porsche Cayenne 0.7027 0.3611 0.4771 216
284
+ Porsche Macan 0.9810 0.4769 0.6417 216
285
+ Porsche Panamera 0.6389 0.2130 0.3194 216
286
+ Porsche Taycan 0.5111 0.9628 0.6677 215
287
+ Ram 1500 0.3362 0.5535 0.4183 215
288
+ Ram 2500 0.4502 0.6512 0.5323 215
289
+ Rolls-Royce Cullinan 0.8276 1.0000 0.9057 216
290
+ Rolls-Royce Dawn 0.7606 1.0000 0.8640 216
291
+ Rolls-Royce Ghost 0.4321 0.8140 0.5645 215
292
+ Rolls-Royce Phantom 0.4649 0.9860 0.6319 215
293
+ Rolls-Royce Wraith 0.9717 0.9537 0.9626 216
294
+ Subaru Ascent 0.5410 0.8241 0.6532 216
295
+ Subaru BRZ 0.7289 0.5602 0.6335 216
296
+ Subaru Crosstrek 0.8492 0.4977 0.6276 215
297
+ Subaru Forester 0.5843 0.4491 0.5079 216
298
+ Subaru Impreza 0.6000 0.0278 0.0531 216
299
+ Subaru Legacy 0.3878 0.0880 0.1434 216
300
+ Subaru Outback 0.4289 0.7963 0.5575 216
301
+ Subaru STI S209 1.0000 1.0000 1.0000 215
302
+ Subaru WRX 0.4982 0.6435 0.5616 216
303
+ Tesla Model 3 0.7235 0.9815 0.8330 216
304
+ Tesla Model S 0.8310 0.2731 0.4111 216
305
+ Tesla Model X 0.7610 0.9583 0.8484 216
306
+ Tesla Model Y 0.9600 1.0000 0.9796 216
307
+ Toyota 4Runner 0.5235 0.7767 0.6255 215
308
+ Toyota 86 0.8030 1.0000 0.8907 216
309
+ Toyota Avalon 0.7222 0.5442 0.6207 215
310
+ Toyota C-HR 0.8178 0.8977 0.8559 215
311
+ Toyota Camry 0.2591 0.4306 0.3235 216
312
+ Toyota Corolla 0.4828 0.3241 0.3878 216
313
+ Toyota Highlander 0.6780 0.1860 0.2920 215
314
+ Toyota Land Cruiser 0.5552 0.7454 0.6364 216
315
+ Toyota Mirai 0.5897 0.9583 0.7302 216
316
+ Toyota Prius 0.5591 0.4837 0.5187 215
317
+ Toyota Prius C 0.3412 0.8744 0.4909 215
318
+ Toyota RAV4 0.7368 0.1296 0.2205 216
319
+ Toyota Sequoia 0.6875 0.6651 0.6761 215
320
+ Toyota Sienna 0.6102 0.8333 0.7045 216
321
+ Toyota Supra 0.4580 0.9352 0.6149 216
322
+ Toyota Tacoma 0.5547 0.3287 0.4128 216
323
+ Toyota Tundra 0.4697 0.1442 0.2206 215
324
+ Toyota Yaris 0.4717 0.1157 0.1859 216
325
  Toyota Yaris Hatchback 0.9954 1.0000 0.9977 215
326
+ Volkswagen Arteon 0.6085 1.0000 0.7566 216
327
+ Volkswagen Atlas 0.8270 0.7083 0.7631 216
328
+ Volkswagen Beetle 0.7391 0.7116 0.7251 215
329
+ Volkswagen Golf 0.5172 0.2083 0.2970 216
330
+ Volkswagen Jetta 0.3963 0.3009 0.3421 216
331
+ Volkswagen Passat 1.0000 0.0417 0.0800 216
332
+ Volkswagen Tiguan 0.9310 0.3750 0.5347 216
333
+ Volkswagen e-Golf 0.4814 0.9583 0.6409 216
334
+ Volvo S60 0.8333 0.0233 0.0452 215
335
+ Volvo S90 0.8857 0.4326 0.5813 215
336
+ Volvo V60 0.8602 0.3721 0.5195 215
337
+ Volvo V90 0.5296 0.9163 0.6712 215
338
+ Volvo XC40 0.8243 0.8472 0.8356 216
339
+ Volvo XC60 0.6032 0.3519 0.4444 216
340
+ Volvo XC90 0.8957 0.4791 0.6242 215
341
+ smart fortwo 0.7471 0.3023 0.4305 215
342
 
343
+ accuracy 0.6021 69639
344
+ macro avg 0.6646 0.6022 0.5727 69639
345
+ weighted avg 0.6646 0.6021 0.5727 69639
346
  ```