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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: 0.6021
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- F1 Score: 0.5727
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  Classification report:
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  precision recall f1-score support
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- Acura ILX 0.3199 0.8465 0.4643 215
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- Acura MDX 0.7863 0.4259 0.5526 216
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- 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
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- Acura TLX 0.7403 0.6233 0.6768 215
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- Alfa Romeo 4C 0.6966 0.8611 0.7702 216
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- Alfa Romeo 4C Spider 0.8963 1.0000 0.9453 216
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- Alfa Romeo Giulia 0.6498 0.7130 0.6799 216
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- 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
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- Aston Martin Vanquish 0.7886 0.6419 0.7077 215
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- Aston Martin Vantage 0.4598 0.4769 0.4682 216
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- Audi A3 0.5556 0.2546 0.3492 216
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- Audi A4 0.4585 0.5880 0.5152 216
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- Audi A5 0.3612 0.4419 0.3975 215
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- Audi A6 0.2449 0.4491 0.3170 216
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- Audi A7 0.4412 0.1389 0.2113 216
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- Audi A8 0.2663 0.7731 0.3962 216
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- Audi Q3 0.8341 0.8611 0.8474 216
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- Audi Q5 0.7576 0.5814 0.6579 215
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- Audi Q7 0.5300 0.7814 0.6316 215
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- Audi Q8 0.9123 0.7222 0.8062 216
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- Audi R8 0.6960 0.4028 0.5103 216
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- Audi TT 0.3944 0.7814 0.5242 215
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- Audi e-tron 0.9836 0.8333 0.9023 216
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- BMW 2-Series 0.4534 0.3380 0.3873 216
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- BMW 3-Series 0.5583 0.3102 0.3988 216
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- BMW 4-Series 0.6133 0.4279 0.5041 215
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- BMW 5-Series 0.7436 0.1349 0.2283 215
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- BMW 6-Series 0.7206 0.2279 0.3463 215
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- BMW 7-Series 0.4479 0.4000 0.4226 215
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- BMW 8-Series 0.8772 0.9302 0.9029 215
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- BMW X1 0.8016 0.4698 0.5924 215
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- BMW X2 0.9238 0.4491 0.6044 216
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- BMW X3 0.6364 0.4861 0.5512 216
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- BMW X4 0.7643 0.5556 0.6434 216
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- BMW X5 1.0000 0.0880 0.1617 216
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- BMW X6 0.9512 0.1806 0.3035 216
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- BMW X7 0.7089 0.9583 0.8150 216
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- BMW Z4 0.5575 0.4491 0.4974 216
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- BMW i3 0.7190 0.8093 0.7615 215
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- BMW i8 0.6644 0.9023 0.7653 215
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- Bentley Bentayga 0.7885 0.8287 0.8081 216
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- Bentley Continental GT 0.9155 0.3023 0.4545 215
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- Bentley Flying Spur 0.5231 0.5256 0.5244 215
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- Bentley Mulsanne 0.4516 0.7778 0.5714 216
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- Buick Cascada 0.7463 0.9398 0.8320 216
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- Buick Enclave 0.4083 0.8241 0.5460 216
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- Buick Encore 0.3952 0.9074 0.5506 216
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- Buick Envision 0.6858 0.9442 0.7945 215
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- Buick Lacrosse 0.4833 0.2685 0.3452 216
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- Buick Regal 0.9615 0.1157 0.2066 216
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- Cadillac ATS 0.7444 0.3102 0.4379 216
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- Cadillac CT4 0.8884 1.0000 0.9409 215
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- Cadillac CT5 0.7500 1.0000 0.8571 216
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- Cadillac CT6 0.8839 0.4583 0.6037 216
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- Cadillac CTS 0.5276 0.3981 0.4538 216
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- Cadillac Escalade 0.7235 0.5721 0.6390 215
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- Cadillac XT4 0.7158 0.9721 0.8245 215
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- Cadillac XT5 0.3930 0.8843 0.5442 216
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- Cadillac XT6 0.6891 1.0000 0.8159 215
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- Cadillac XTS 0.3067 0.8704 0.4536 216
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- Chevrolet Blazer 0.8877 0.7685 0.8238 216
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- Chevrolet Bolt EV 0.9159 0.9074 0.9116 216
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- Chevrolet Camaro 0.6299 0.3704 0.4665 216
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- Chevrolet Colorado 0.8250 0.1528 0.2578 216
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- Chevrolet Corvette 0.6763 0.4352 0.5296 216
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- Chevrolet Cruze 0.4474 0.0787 0.1339 216
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- Chevrolet Equinox 1.0000 0.1944 0.3256 216
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- Chevrolet Impala 0.2997 0.8241 0.4395 216
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- Chevrolet Malibu 0.2500 0.0186 0.0346 215
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- Chevrolet Silverado 1500 0.2863 0.3302 0.3067 215
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- Chevrolet Silverado 2500HD 0.3636 0.5209 0.4283 215
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- Chevrolet Sonic 0.6632 0.5953 0.6275 215
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- Chevrolet Spark 0.4020 0.9491 0.5647 216
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- Chevrolet Suburban 0.5352 0.7070 0.6092 215
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- Chevrolet Tahoe 0.4882 0.5767 0.5288 215
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- Chevrolet TrailBlazer 0.5976 0.9074 0.7206 216
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- Chevrolet Traverse 0.5709 0.7269 0.6395 216
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- Chevrolet Trax 0.8502 0.8935 0.8713 216
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- Chevrolet Volt 0.8454 0.3814 0.5256 215
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- Chrysler 300 0.6644 0.4583 0.5425 216
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- Chrysler Pacifica 0.8913 0.5721 0.6969 215
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- Dodge Challenger 0.7241 0.3889 0.5060 216
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- Dodge Charger 0.9167 0.0509 0.0965 216
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- Dodge Durango 0.6207 0.5833 0.6014 216
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- Dodge Grand Caravan 0.6747 0.9163 0.7771 215
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- Dodge Journey 0.6255 0.7767 0.6929 215
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- FIAT 124 Spider 0.4346 0.9581 0.5980 215
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- FIAT 500 0.6364 0.1620 0.2583 216
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- FIAT 500L 0.6832 0.9628 0.7992 215
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- FIAT 500X 0.8000 0.9488 0.8681 215
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- FIAT 500e 0.4581 0.9907 0.6265 215
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- Ferrari 488 GTB 0.5081 0.8750 0.6429 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 215
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- Ford Ecosport 0.6136 1.0000 0.7606 216
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- Ford Edge 0.8889 0.0372 0.0714 215
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- Ford Escape 0.9429 0.1535 0.2640 215
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- Ford Expedition 0.5258 0.5185 0.5221 216
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- Ford Explorer 0.8806 0.2744 0.4184 215
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- Ford F-150 0.5106 0.1116 0.1832 215
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- Ford Fiesta 0.5470 0.2977 0.3855 215
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- Ford Flex 0.7000 0.8102 0.7511 216
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- Ford Fusion 0.4589 0.3116 0.3712 215
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- Ford Mustang 0.7105 0.1256 0.2134 215
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- Ford Ranger 0.6444 0.7163 0.6784 215
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- Ford Super Duty F-250 0.8133 0.2824 0.4192 216
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- Ford Taurus 0.6554 0.5395 0.5918 215
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- Ford Transit Connect Wagon 0.8837 0.8837 0.8837 215
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- GMC Acadia 0.4683 0.7907 0.5882 215
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- GMC Canyon 0.3704 0.5093 0.4288 216
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- GMC Sierra 1500 0.3209 0.3209 0.3209 215
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- GMC Sierra 2500HD 0.2731 0.5628 0.3678 215
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- GMC Terrain 0.8136 0.2233 0.3504 215
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- GMC Yukon 0.5977 0.7256 0.6555 215
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- Genesis G70 0.9272 0.8843 0.9052 216
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- Genesis G80 0.4811 0.8843 0.6232 216
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- Genesis G90 0.5494 0.6435 0.5928 216
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- Honda Accord 0.3299 0.1481 0.2045 216
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- Honda CR-V 0.4139 0.5787 0.4826 216
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- Honda Civic 0.7500 0.0972 0.1721 216
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- Honda Clarity 0.9032 0.6512 0.7568 215
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- Honda Fit 0.5185 0.4558 0.4851 215
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- Honda HR-V 0.8852 0.7500 0.8120 216
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- Honda Insight 0.7867 0.2731 0.4055 216
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- Honda Odyssey 0.5219 0.7731 0.6231 216
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- Honda Passport 0.5276 0.9767 0.6852 215
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- Honda Pilot 0.6383 0.1389 0.2281 216
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- Honda Ridgeline 0.6048 0.6944 0.6466 216
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- Hyundai Accent 0.2849 0.6837 0.4022 215
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- Hyundai Elantra 0.4118 0.0648 0.1120 216
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- Hyundai Ioniq 0.6818 0.6944 0.6881 216
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- Hyundai Kona 0.7837 0.8889 0.8330 216
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- Hyundai Kona Electric 0.7388 1.0000 0.8498 215
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- Hyundai NEXO 0.9954 1.0000 0.9977 216
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- Hyundai Palisade 0.9115 0.9537 0.9321 216
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- Hyundai Santa Fe 0.6491 0.1713 0.2711 216
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- Hyundai Sonata 0.5570 0.2037 0.2983 216
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- Hyundai Tucson 1.0000 0.1528 0.2651 216
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- Hyundai Veloster 0.6397 0.7349 0.6840 215
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- Hyundai Venue 0.8710 1.0000 0.9310 216
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- INFINITI Q50 0.9125 0.3395 0.4949 215
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- INFINITI Q60 0.5392 0.8287 0.6533 216
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- INFINITI Q70 0.2572 0.9116 0.4012 215
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- INFINITI QX30 0.7963 1.0000 0.8866 215
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- INFINITI QX50 0.9604 0.4512 0.6139 215
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- INFINITI QX60 0.9298 0.4907 0.6424 216
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- INFINITI QX80 0.7284 0.7824 0.7545 216
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- Jaguar E-Pace 0.8843 0.8884 0.8863 215
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- Jaguar F-Pace 0.9184 0.4167 0.5732 216
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- Jaguar F-Type 0.7879 0.1209 0.2097 215
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- Jaguar I-Pace 0.8915 0.5349 0.6686 215
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- Jaguar XE 0.6842 0.4233 0.5230 215
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- Jaguar XF 0.5455 0.0278 0.0529 216
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- Jaguar XJ 0.7273 0.2593 0.3823 216
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- Jeep Cherokee 0.5857 0.7593 0.6613 216
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- Jeep Compass 0.7095 0.5907 0.6447 215
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- Jeep Gladiator 0.8090 1.0000 0.8944 216
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- Jeep Grand Cherokee 0.9012 0.3380 0.4916 216
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- Jeep Renegade 0.7729 0.9769 0.8630 216
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- Jeep Wrangler 0.8382 0.9395 0.8860 215
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- Kia Cadenza 0.4444 0.7407 0.5556 216
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- Kia Forte 0.1864 0.4326 0.2605 215
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- Kia K900 0.6888 0.9163 0.7864 215
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- Kia Niro 0.7516 0.5324 0.6233 216
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- Kia Optima 0.5510 0.3767 0.4475 215
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- Kia Rio 0.3290 0.4722 0.3878 216
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- Kia Sedona 0.6493 0.8056 0.7190 216
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- Kia Sorento 0.9524 0.0926 0.1688 216
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- Kia Soul 0.9298 0.2454 0.3883 216
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- Kia Soul EV 0.6766 0.9491 0.7900 216
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- Kia Sportage 0.4155 0.7176 0.5263 216
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- Kia Stinger 0.9799 0.9070 0.9420 215
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- Kia Telluride 0.5297 0.9491 0.6799 216
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- Lamborghini Aventador 0.8340 0.9769 0.8998 216
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- Lamborghini Huracan 0.5471 0.8333 0.6606 216
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- Lamborghini Urus 0.4274 1.0000 0.5989 215
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- Land Rover Defender 0.5387 1.0000 0.7002 216
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- Land Rover Discovery 1.0000 0.2639 0.4176 216
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- Land Rover Discovery Sport 0.6284 0.8611 0.7266 216
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- Land Rover Range Rover 0.4850 0.4491 0.4663 216
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- Land Rover Range Rover Evoque 0.9130 0.2917 0.4421 216
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- Land Rover Range Rover Sport 0.7556 0.1581 0.2615 215
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- Land Rover Range Rover Velar 0.9845 0.5880 0.7362 216
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- Lexus ES 0.4062 0.2419 0.3032 215
207
- Lexus GS 0.6167 0.3442 0.4418 215
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- Lexus GX 0.7681 0.9352 0.8434 216
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- Lexus IS 0.5477 0.5046 0.5253 216
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- Lexus LC 0.7402 0.8704 0.8000 216
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- Lexus LS 0.5063 0.7407 0.6015 216
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- Lexus LX 0.6667 0.2870 0.4013 216
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- Lexus NX 0.5231 0.8419 0.6453 215
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- Lexus RC 0.8100 0.3767 0.5143 215
215
- Lexus RX 0.6154 0.4815 0.5403 216
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- Lexus UX 0.9588 0.7581 0.8468 215
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- Lincoln Aviator 0.7377 0.6250 0.6767 216
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- Lincoln Continental 0.7533 0.5231 0.6175 216
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- Lincoln Corsair 0.7962 0.9769 0.8773 216
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- Lincoln MKC 0.4004 0.8698 0.5484 215
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- Lincoln MKT 0.7783 0.7315 0.7542 216
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- Lincoln MKZ 0.7500 0.6000 0.6667 215
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- Lincoln Nautilus 0.7074 0.8884 0.7876 215
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- Lincoln Navigator 0.5890 0.5972 0.5931 216
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- MINI Clubman 0.7511 0.8241 0.7859 216
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- MINI Cooper 0.6069 0.7395 0.6667 215
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- MINI Cooper Countryman 0.7273 0.6698 0.6973 215
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- Maserati Ghibli 0.4927 0.9395 0.6464 215
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- Maserati GranTurismo 0.6733 0.3148 0.4290 216
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- Maserati Levante 0.9851 0.9167 0.9496 216
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- Maserati Quattroporte 0.5477 0.8241 0.6580 216
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- Mazda CX-3 0.5321 0.9213 0.6746 216
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- Mazda CX-30 0.8745 1.0000 0.9330 216
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- Mazda CX-5 0.9130 0.0972 0.1757 216
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- Mazda CX-9 0.6000 0.6250 0.6122 216
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- Mazda MAZDA3 0.4889 0.1019 0.1686 216
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- Mazda MAZDA6 0.3363 0.5256 0.4102 215
238
- Mazda MX-5 Miata 0.6951 0.2639 0.3826 216
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- Mazda Mazda3 Hatchback 0.9862 1.0000 0.9931 215
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  McLaren 570GT 0.9908 1.0000 0.9954 215
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- McLaren 570S 0.9310 1.0000 0.9643 216
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- McLaren 720S 0.6074 0.9860 0.7518 215
243
- Mercedes-Benz A Class 0.6740 1.0000 0.8052 215
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- Mercedes-Benz AMG GT 0.4588 0.3628 0.4052 215
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  Mercedes-Benz C Class 1.0000 0.0046 0.0092 216
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- Mercedes-Benz CLA Class 0.9792 0.2176 0.3561 216
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- Mercedes-Benz CLS Class 0.4651 0.0926 0.1544 216
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- Mercedes-Benz E Class 0.5253 0.2419 0.3312 215
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- Mercedes-Benz EQC 0.7660 1.0000 0.8675 216
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- Mercedes-Benz G Class 0.7756 0.7361 0.7553 216
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- Mercedes-Benz GLA Class 0.5177 0.7488 0.6122 215
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- Mercedes-Benz GLB Class 0.4710 0.9814 0.6365 215
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- Mercedes-Benz GLC Class 0.7234 0.1574 0.2586 216
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- Mercedes-Benz GLE Class 0.6250 0.4398 0.5163 216
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- Mercedes-Benz GLS Class 0.5710 0.9163 0.7036 215
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- Mercedes-Benz Metris 0.8387 0.9674 0.8985 215
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- Mercedes-Benz S Class 0.5455 0.1111 0.1846 216
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- 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
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- Mitsubishi Outlander 0.6606 0.3349 0.4444 215
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- Mitsubishi Outlander Sport 0.4925 0.6111 0.5455 216
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- Nissan 370Z 0.7879 0.6019 0.6824 216
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- Nissan Altima 0.3835 0.4954 0.4323 216
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- Nissan Armada 0.6810 0.7349 0.7069 215
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- Nissan Frontier 0.5083 0.7083 0.5919 216
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- Nissan GT-R 0.5766 0.2963 0.3914 216
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- Nissan Kicks 0.6636 1.0000 0.7978 215
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- Nissan Leaf 0.6863 0.3241 0.4403 216
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- Nissan Maxima 0.4596 0.7674 0.5749 215
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- Nissan Murano 0.9593 0.5463 0.6962 216
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- Nissan NV200 0.8694 0.9907 0.9261 215
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- Nissan Pathfinder 0.7674 0.3056 0.4371 216
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- Nissan Rogue 0.7045 0.5767 0.6343 215
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- Nissan Rogue Sport 0.8324 0.7130 0.7681 216
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- Nissan Sentra 0.6897 0.0930 0.1639 215
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- Nissan Titan 0.3654 0.0880 0.1418 216
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- Nissan Versa 0.3320 0.3814 0.3550 215
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- Porsche 718 0.3458 0.8981 0.4994 216
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- Porsche 718 Spyder 0.9862 1.0000 0.9931 215
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- Porsche 911 0.7108 0.2731 0.3946 216
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- Porsche Cayenne 0.7027 0.3611 0.4771 216
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- Porsche Macan 0.9810 0.4769 0.6417 216
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- Porsche Panamera 0.6389 0.2130 0.3194 216
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- Porsche Taycan 0.5111 0.9628 0.6677 215
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- Ram 1500 0.3362 0.5535 0.4183 215
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- Ram 2500 0.4502 0.6512 0.5323 215
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- Rolls-Royce Cullinan 0.8276 1.0000 0.9057 216
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- Rolls-Royce Dawn 0.7606 1.0000 0.8640 216
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- Rolls-Royce Ghost 0.4321 0.8140 0.5645 215
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- Rolls-Royce Phantom 0.4649 0.9860 0.6319 215
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- Rolls-Royce Wraith 0.9717 0.9537 0.9626 216
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- Subaru Ascent 0.5410 0.8241 0.6532 216
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- Subaru BRZ 0.7289 0.5602 0.6335 216
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- Subaru Crosstrek 0.8492 0.4977 0.6276 215
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- Subaru Forester 0.5843 0.4491 0.5079 216
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- Subaru Impreza 0.6000 0.0278 0.0531 216
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- Subaru Legacy 0.3878 0.0880 0.1434 216
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- Subaru Outback 0.4289 0.7963 0.5575 216
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- Subaru STI S209 1.0000 1.0000 1.0000 215
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- Subaru WRX 0.4982 0.6435 0.5616 216
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- Tesla Model 3 0.7235 0.9815 0.8330 216
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- Tesla Model S 0.8310 0.2731 0.4111 216
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- Tesla Model X 0.7610 0.9583 0.8484 216
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- Tesla Model Y 0.9600 1.0000 0.9796 216
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- Toyota 4Runner 0.5235 0.7767 0.6255 215
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- Toyota 86 0.8030 1.0000 0.8907 216
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- 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
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- Toyota Highlander 0.6780 0.1860 0.2920 215
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- Toyota Land Cruiser 0.5552 0.7454 0.6364 216
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- Toyota Mirai 0.5897 0.9583 0.7302 216
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- Toyota Prius 0.5591 0.4837 0.5187 215
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- Toyota Prius C 0.3412 0.8744 0.4909 215
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- Toyota RAV4 0.7368 0.1296 0.2205 216
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- Toyota Sequoia 0.6875 0.6651 0.6761 215
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- Toyota Sienna 0.6102 0.8333 0.7045 216
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- Toyota Supra 0.4580 0.9352 0.6149 216
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- Toyota Tacoma 0.5547 0.3287 0.4128 216
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- Toyota Tundra 0.4697 0.1442 0.2206 215
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- Toyota Yaris 0.4717 0.1157 0.1859 216
325
- Toyota Yaris Hatchback 0.9954 1.0000 0.9977 215
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- Volkswagen Arteon 0.6085 1.0000 0.7566 216
327
- Volkswagen Atlas 0.8270 0.7083 0.7631 216
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- Volkswagen Beetle 0.7391 0.7116 0.7251 215
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- 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
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- Volkswagen Tiguan 0.9310 0.3750 0.5347 216
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- Volkswagen e-Golf 0.4814 0.9583 0.6409 216
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- 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
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- Volvo V90 0.5296 0.9163 0.6712 215
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- Volvo XC40 0.8243 0.8472 0.8356 216
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- Volvo XC60 0.6032 0.3519 0.4444 216
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- Volvo XC90 0.8957 0.4791 0.6242 215
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- smart fortwo 0.7471 0.3023 0.4305 215
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343
- accuracy 0.6021 69639
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- macro avg 0.6646 0.6022 0.5727 69639
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- weighted avg 0.6646 0.6021 0.5727 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: 0.6237
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+ F1 Score: 0.5977
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15
  Classification report:
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17
  precision recall f1-score support
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+ Acura ILX 0.3439 0.9028 0.4981 216
20
+ Acura MDX 0.7518 0.4930 0.5955 215
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+ Acura NSX 0.7094 0.3860 0.5000 215
22
+ Acura RDX 0.9259 0.2326 0.3717 215
23
+ Acura RLX 0.6242 0.4769 0.5407 216
24
+ Acura TLX 0.7102 0.5787 0.6378 216
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+ Alfa Romeo 4C 0.6836 0.8704 0.7658 216
26
+ Alfa Romeo 4C Spider 0.9191 1.0000 0.9579 216
27
+ Alfa Romeo Giulia 0.6652 0.6991 0.6817 216
28
+ Alfa Romeo Stelvio 0.5771 0.9395 0.7150 215
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+ Aston Martin DB11 0.6471 0.9676 0.7755 216
30
+ Aston Martin DBS 0.5158 0.9116 0.6588 215
31
+ Aston Martin Vanquish 0.7358 0.7256 0.7307 215
32
+ Aston Martin Vantage 0.4832 0.5324 0.5066 216
33
+ Audi A3 0.6321 0.3116 0.4174 215
34
+ Audi A4 0.4981 0.6157 0.5507 216
35
+ Audi A5 0.4201 0.5231 0.4660 216
36
+ Audi A6 0.2775 0.5139 0.3604 216
37
+ Audi A7 0.5652 0.1806 0.2737 216
38
+ Audi A8 0.2816 0.7731 0.4129 216
39
+ Audi Q3 0.7750 0.8651 0.8176 215
40
+ Audi Q5 0.7391 0.5535 0.6330 215
41
+ Audi Q7 0.5457 0.8047 0.6504 215
42
+ Audi Q8 0.9487 0.6884 0.7978 215
43
+ Audi R8 0.6343 0.3953 0.4871 215
44
+ Audi TT 0.3924 0.7721 0.5204 215
45
+ Audi e-tron 0.9891 0.8426 0.9100 216
46
+ BMW 2-Series 0.5333 0.3721 0.4384 215
47
+ BMW 3-Series 0.6140 0.3241 0.4242 216
48
+ BMW 4-Series 0.5944 0.4977 0.5418 215
49
+ BMW 5-Series 0.7800 0.1806 0.2932 216
50
+ BMW 6-Series 0.6705 0.2731 0.3882 216
51
+ BMW 7-Series 0.5054 0.4326 0.4662 215
52
+ BMW 8-Series 0.8397 0.9256 0.8805 215
53
+ BMW X1 0.7857 0.5093 0.6180 216
54
+ BMW X2 0.9469 0.4954 0.6505 216
55
+ BMW X3 0.5744 0.5185 0.5450 216
56
+ BMW X4 0.7532 0.5509 0.6364 216
57
+ BMW X5 0.9444 0.0791 0.1459 215
58
+ BMW X6 0.8983 0.2454 0.3855 216
59
+ BMW X7 0.7474 1.0000 0.8554 216
60
+ BMW Z4 0.5935 0.4259 0.4960 216
61
+ BMW i3 0.7449 0.8380 0.7887 216
62
+ BMW i8 0.6655 0.8935 0.7628 216
63
+ Bentley Bentayga 0.7966 0.8744 0.8337 215
64
+ Bentley Continental GT 0.8889 0.3721 0.5246 215
65
+ Bentley Flying Spur 0.5874 0.5602 0.5735 216
66
+ Bentley Mulsanne 0.4986 0.8186 0.6197 215
67
+ Buick Cascada 0.7743 0.9256 0.8432 215
68
+ Buick Enclave 0.4282 0.7870 0.5546 216
69
+ Buick Encore 0.4030 0.8750 0.5518 216
70
+ Buick Envision 0.6842 0.9630 0.8000 216
71
+ Buick Lacrosse 0.4672 0.2651 0.3383 215
72
+ Buick Regal 0.8800 0.1023 0.1833 215
73
+ Cadillac ATS 0.7300 0.3380 0.4620 216
74
+ Cadillac CT4 0.8816 1.0000 0.9371 216
75
+ Cadillac CT5 0.8213 1.0000 0.9019 216
76
+ Cadillac CT6 0.8092 0.4907 0.6110 216
77
+ Cadillac CTS 0.4564 0.3148 0.3726 216
78
+ Cadillac Escalade 0.6872 0.6204 0.6521 216
79
+ Cadillac XT4 0.7397 1.0000 0.8504 216
80
+ Cadillac XT5 0.4187 0.9581 0.5827 215
81
+ Cadillac XT6 0.7742 1.0000 0.8727 216
82
+ Cadillac XTS 0.3174 0.9213 0.4721 216
83
+ Chevrolet Blazer 0.9133 0.8326 0.8710 215
84
+ Chevrolet Bolt EV 0.9346 0.9259 0.9302 216
85
+ Chevrolet Camaro 0.6929 0.4074 0.5131 216
86
+ Chevrolet Colorado 0.7414 0.2000 0.3150 215
87
+ Chevrolet Corvette 0.6122 0.4167 0.4959 216
88
+ Chevrolet Cruze 0.3750 0.0694 0.1172 216
89
+ Chevrolet Equinox 0.8696 0.1852 0.3053 216
90
+ Chevrolet Impala 0.3401 0.8565 0.4868 216
91
+ Chevrolet Malibu 0.5926 0.0741 0.1317 216
92
+ Chevrolet Silverado 1500 0.3083 0.3611 0.3326 216
93
+ Chevrolet Silverado 2500HD 0.3586 0.5046 0.4192 216
94
+ Chevrolet Sonic 0.6974 0.6326 0.6634 215
95
+ Chevrolet Spark 0.4221 0.9581 0.5861 215
96
+ Chevrolet Suburban 0.5387 0.6791 0.6008 215
97
+ Chevrolet Tahoe 0.5256 0.5231 0.5244 216
98
+ Chevrolet TrailBlazer 0.6610 0.8935 0.7598 216
99
+ Chevrolet Traverse 0.5398 0.7256 0.6190 215
100
+ Chevrolet Trax 0.8327 0.9444 0.8850 216
101
+ Chevrolet Volt 0.8738 0.4186 0.5660 215
102
+ Chrysler 300 0.6824 0.4676 0.5549 216
103
+ Chrysler Pacifica 0.8958 0.6000 0.7187 215
104
+ Dodge Challenger 0.7068 0.4352 0.5387 216
105
+ Dodge Charger 1.0000 0.1019 0.1849 216
106
+ Dodge Durango 0.6462 0.6372 0.6417 215
107
+ Dodge Grand Caravan 0.7370 0.9213 0.8189 216
108
+ Dodge Journey 0.5743 0.7907 0.6654 215
109
+ FIAT 124 Spider 0.4354 0.9721 0.6014 215
110
+ FIAT 500 0.6250 0.2326 0.3390 215
111
+ FIAT 500L 0.6844 0.9537 0.7969 216
112
+ FIAT 500X 0.8031 0.9674 0.8776 215
113
+ FIAT 500e 0.5084 0.9861 0.6709 216
114
+ Ferrari 488 GTB 0.5877 0.8380 0.6908 216
115
  Ferrari GTC4Lusso 1.0000 1.0000 1.0000 216
116
+ Ferrari Portofino 0.9954 1.0000 0.9977 216
117
+ Ford Ecosport 0.6261 1.0000 0.7701 216
118
+ Ford Edge 0.7857 0.0509 0.0957 216
119
+ Ford Escape 0.9730 0.1667 0.2846 216
120
+ Ford Expedition 0.6070 0.5648 0.5851 216
121
+ Ford Explorer 0.8902 0.3380 0.4899 216
122
+ Ford F-150 0.4627 0.1435 0.2191 216
123
+ Ford Fiesta 0.5804 0.3023 0.3976 215
124
+ Ford Flex 0.6880 0.8000 0.7398 215
125
+ Ford Fusion 0.5909 0.3611 0.4483 216
126
+ Ford Mustang 0.7321 0.1898 0.3015 216
127
+ Ford Ranger 0.7149 0.7315 0.7231 216
128
+ Ford Super Duty F-250 0.7391 0.3935 0.5136 216
129
+ Ford Taurus 0.6244 0.5694 0.5956 216
130
+ Ford Transit Connect Wagon 0.9163 0.9120 0.9142 216
131
+ GMC Acadia 0.5063 0.7407 0.6015 216
132
+ GMC Canyon 0.3574 0.5509 0.4335 216
133
+ GMC Sierra 1500 0.3160 0.3657 0.3391 216
134
+ GMC Sierra 2500HD 0.3058 0.5139 0.3834 216
135
+ GMC Terrain 0.7910 0.2465 0.3759 215
136
+ GMC Yukon 0.5904 0.7407 0.6571 216
137
+ Genesis G70 0.9126 0.8744 0.8931 215
138
+ Genesis G80 0.4804 0.8519 0.6144 216
139
+ Genesis G90 0.5034 0.6759 0.5771 216
140
+ Honda Accord 0.3333 0.1442 0.2013 215
141
+ Honda CR-V 0.4341 0.6250 0.5123 216
142
+ Honda Civic 0.6571 0.1065 0.1833 216
143
+ Honda Clarity 0.9205 0.6465 0.7596 215
144
+ Honda Fit 0.5395 0.5721 0.5553 215
145
+ Honda HR-V 0.8770 0.7593 0.8139 216
146
+ Honda Insight 0.8310 0.2744 0.4126 215
147
+ Honda Odyssey 0.5810 0.7639 0.6600 216
148
+ Honda Passport 0.5718 0.9769 0.7214 216
149
+ Honda Pilot 0.5902 0.1667 0.2599 216
150
+ Honda Ridgeline 0.5544 0.7349 0.6320 215
151
+ Hyundai Accent 0.3483 0.7176 0.4690 216
152
+ Hyundai Elantra 0.4600 0.1065 0.1729 216
153
+ Hyundai Ioniq 0.6492 0.7454 0.6940 216
154
+ Hyundai Kona 0.8733 0.8935 0.8833 216
155
+ Hyundai Kona Electric 0.7491 1.0000 0.8566 215
156
+ Hyundai NEXO 0.9954 1.0000 0.9977 215
157
+ Hyundai Palisade 0.9462 0.9769 0.9613 216
158
+ Hyundai Santa Fe 0.6545 0.1667 0.2657 216
159
+ Hyundai Sonata 0.5521 0.2465 0.3408 215
160
+ Hyundai Tucson 1.0000 0.2500 0.4000 216
161
+ Hyundai Veloster 0.6473 0.7767 0.7061 215
162
+ Hyundai Venue 0.9686 1.0000 0.9841 216
163
+ INFINITI Q50 0.7745 0.3657 0.4969 216
164
+ INFINITI Q60 0.5745 0.8565 0.6877 216
165
+ INFINITI Q70 0.2836 0.8981 0.4311 216
166
+ INFINITI QX30 0.8431 1.0000 0.9149 215
167
+ INFINITI QX50 0.9483 0.5093 0.6627 216
168
+ INFINITI QX60 0.9043 0.4837 0.6303 215
169
+ INFINITI QX80 0.6984 0.8148 0.7521 216
170
+ Jaguar E-Pace 0.8630 0.8750 0.8690 216
171
+ Jaguar F-Pace 0.8839 0.4583 0.6037 216
172
+ Jaguar F-Type 0.8824 0.1389 0.2400 216
173
+ Jaguar I-Pace 0.8951 0.5926 0.7131 216
174
+ Jaguar XE 0.7153 0.4537 0.5552 216
175
+ Jaguar XF 0.6667 0.0370 0.0702 216
176
+ Jaguar XJ 0.6824 0.2685 0.3854 216
177
+ Jeep Cherokee 0.5936 0.7778 0.6733 216
178
+ Jeep Compass 0.8045 0.6667 0.7291 216
179
+ Jeep Gladiator 0.8571 1.0000 0.9231 216
180
+ Jeep Grand Cherokee 0.9394 0.4306 0.5905 216
181
+ Jeep Renegade 0.8210 0.9769 0.8922 216
182
+ Jeep Wrangler 0.8511 0.9259 0.8869 216
183
+ Kia Cadenza 0.4749 0.8372 0.6061 215
184
+ Kia Forte 0.1801 0.3611 0.2404 216
185
+ Kia K900 0.7453 0.9256 0.8257 215
186
+ Kia Niro 0.8252 0.5463 0.6574 216
187
+ Kia Optima 0.5065 0.3611 0.4216 216
188
+ Kia Rio 0.3121 0.4326 0.3626 215
189
+ Kia Sedona 0.6985 0.8512 0.7673 215
190
+ Kia Sorento 0.9556 0.2000 0.3308 215
191
+ Kia Soul 0.8551 0.2744 0.4155 215
192
+ Kia Soul EV 0.7295 0.9491 0.8249 216
193
+ Kia Sportage 0.4595 0.7083 0.5574 216
194
+ Kia Stinger 0.9681 0.8465 0.9032 215
195
+ Kia Telluride 0.5547 0.9630 0.7039 216
196
+ Lamborghini Aventador 0.8538 1.0000 0.9211 216
197
+ Lamborghini Huracan 0.5906 0.8148 0.6848 216
198
+ Lamborghini Urus 0.4586 1.0000 0.6288 216
199
+ Land Rover Defender 0.6316 1.0000 0.7742 216
200
+ Land Rover Discovery 0.9571 0.3102 0.4685 216
201
+ Land Rover Discovery Sport 0.6254 0.8889 0.7342 216
202
+ Land Rover Range Rover 0.4932 0.5046 0.4989 216
203
+ Land Rover Range Rover Evoque 0.9348 0.3981 0.5584 216
204
+ Land Rover Range Rover Sport 0.7000 0.1944 0.3043 216
205
+ Land Rover Range Rover Velar 0.9714 0.6296 0.7640 216
206
+ Lexus ES 0.4172 0.2930 0.3443 215
207
+ Lexus GS 0.5616 0.3796 0.4530 216
208
+ Lexus GX 0.7677 0.9028 0.8298 216
209
+ Lexus IS 0.5430 0.5556 0.5492 216
210
+ Lexus LC 0.7845 0.8465 0.8143 215
211
+ Lexus LS 0.5368 0.7116 0.6120 215
212
+ Lexus LX 0.7321 0.3814 0.5015 215
213
+ Lexus NX 0.5762 0.8750 0.6949 216
214
+ Lexus RC 0.8660 0.3889 0.5367 216
215
+ Lexus RX 0.7278 0.5721 0.6406 215
216
+ Lexus UX 0.9368 0.8279 0.8790 215
217
+ Lincoln Aviator 0.7394 0.6435 0.6881 216
218
+ Lincoln Continental 0.7135 0.5880 0.6447 216
219
+ Lincoln Corsair 0.8417 0.9395 0.8879 215
220
+ Lincoln MKC 0.4170 0.8843 0.5668 216
221
+ Lincoln MKT 0.7721 0.7685 0.7703 216
222
+ Lincoln MKZ 0.6567 0.6140 0.6346 215
223
+ Lincoln Nautilus 0.6920 0.9259 0.7921 216
224
+ Lincoln Navigator 0.5492 0.6233 0.5839 215
225
+ MINI Clubman 0.7642 0.8140 0.7883 215
226
+ MINI Cooper 0.6154 0.7442 0.6737 215
227
+ MINI Cooper Countryman 0.7500 0.7395 0.7447 215
228
+ Maserati Ghibli 0.5735 0.9213 0.7069 216
229
+ Maserati GranTurismo 0.6957 0.3704 0.4834 216
230
+ Maserati Levante 0.9896 0.8884 0.9363 215
231
+ Maserati Quattroporte 0.5221 0.8233 0.6390 215
232
+ Mazda CX-3 0.5549 0.9163 0.6912 215
233
+ Mazda CX-30 0.9034 1.0000 0.9492 215
234
+ Mazda CX-5 0.7667 0.1070 0.1878 215
235
+ Mazda CX-9 0.6364 0.6837 0.6592 215
236
+ Mazda MAZDA3 0.4600 0.1070 0.1736 215
237
+ Mazda MAZDA6 0.3899 0.5767 0.4653 215
238
+ Mazda MX-5 Miata 0.6548 0.2546 0.3667 216
239
+ Mazda Mazda3 Hatchback 0.9908 1.0000 0.9954 215
240
  McLaren 570GT 0.9908 1.0000 0.9954 215
241
+ McLaren 570S 0.9598 1.0000 0.9795 215
242
+ McLaren 720S 0.6573 0.9814 0.7873 215
243
+ Mercedes-Benz A Class 0.7013 1.0000 0.8244 216
244
+ Mercedes-Benz AMG GT 0.5882 0.5556 0.5714 216
245
  Mercedes-Benz C Class 1.0000 0.0046 0.0092 216
246
+ Mercedes-Benz CLA Class 0.9600 0.2222 0.3609 216
247
+ Mercedes-Benz CLS Class 0.6102 0.1667 0.2618 216
248
+ Mercedes-Benz E Class 0.4495 0.2279 0.3025 215
249
+ Mercedes-Benz EQC 0.7706 1.0000 0.8704 215
250
+ Mercedes-Benz G Class 0.7570 0.7535 0.7552 215
251
+ Mercedes-Benz GLA Class 0.5213 0.7361 0.6104 216
252
+ Mercedes-Benz GLB Class 0.4965 0.9767 0.6583 215
253
+ Mercedes-Benz GLC Class 0.6604 0.1620 0.2602 216
254
+ Mercedes-Benz GLE Class 0.5941 0.4698 0.5247 215
255
+ Mercedes-Benz GLS Class 0.5773 0.9721 0.7244 215
256
+ Mercedes-Benz Metris 0.8856 0.9676 0.9248 216
257
+ Mercedes-Benz S Class 0.6296 0.1574 0.2519 216
258
+ Mercedes-Benz SL Class 0.4852 0.7593 0.5921 216
259
+ Mercedes-Benz SLC Class 0.7768 0.8056 0.7909 216
260
+ Mitsubishi Eclipse Cross 0.7176 1.0000 0.8356 216
261
+ Mitsubishi Mirage 0.5207 0.6991 0.5968 216
262
+ Mitsubishi Outlander 0.7559 0.4444 0.5598 216
263
+ Mitsubishi Outlander Sport 0.5304 0.6065 0.5659 216
264
+ Nissan 370Z 0.8171 0.6620 0.7315 216
265
+ Nissan Altima 0.3673 0.4167 0.3905 216
266
+ Nissan Armada 0.7108 0.6713 0.6905 216
267
+ Nissan Frontier 0.5085 0.6944 0.5871 216
268
+ Nissan GT-R 0.6240 0.3611 0.4575 216
269
+ Nissan Kicks 0.6835 1.0000 0.8120 216
270
+ Nissan Leaf 0.7387 0.3796 0.5015 216
271
+ Nissan Maxima 0.5089 0.7917 0.6196 216
272
+ Nissan Murano 0.9206 0.5370 0.6784 216
273
+ Nissan NV200 0.8921 1.0000 0.9430 215
274
+ Nissan Pathfinder 0.8861 0.3256 0.4762 215
275
+ Nissan Rogue 0.7175 0.5907 0.6480 215
276
+ Nissan Rogue Sport 0.7939 0.8380 0.8153 216
277
+ Nissan Sentra 0.7000 0.1296 0.2188 216
278
+ Nissan Titan 0.6818 0.1395 0.2317 215
279
+ Nissan Versa 0.3230 0.3860 0.3517 215
280
+ Porsche 718 0.4113 0.9163 0.5677 215
281
+ Porsche 718 Spyder 0.9908 1.0000 0.9954 215
282
+ Porsche 911 0.7468 0.2731 0.4000 216
283
+ Porsche Cayenne 0.7669 0.4744 0.5862 215
284
+ Porsche Macan 0.9730 0.5023 0.6626 215
285
+ Porsche Panamera 0.7059 0.2233 0.3392 215
286
+ Porsche Taycan 0.5406 0.9907 0.6995 215
287
+ Ram 1500 0.3793 0.5093 0.4348 216
288
+ Ram 2500 0.4916 0.6791 0.5703 215
289
+ Rolls-Royce Cullinan 0.8606 1.0000 0.9251 216
290
+ Rolls-Royce Dawn 0.7770 1.0000 0.8745 216
291
+ Rolls-Royce Ghost 0.4536 0.8380 0.5886 216
292
+ Rolls-Royce Phantom 0.5347 0.9674 0.6887 215
293
+ Rolls-Royce Wraith 0.9856 0.9581 0.9717 215
294
+ Subaru Ascent 0.5327 0.8326 0.6497 215
295
+ Subaru BRZ 0.6889 0.5741 0.6263 216
296
+ Subaru Crosstrek 0.9034 0.6065 0.7258 216
297
+ Subaru Forester 0.6257 0.4954 0.5530 216
298
+ Subaru Impreza 0.4000 0.0093 0.0182 215
299
+ Subaru Legacy 0.3810 0.1111 0.1720 216
300
+ Subaru Outback 0.4103 0.8148 0.5457 216
301
+ Subaru STI S209 1.0000 1.0000 1.0000 216
302
+ Subaru WRX 0.4571 0.5953 0.5172 215
303
+ Tesla Model 3 0.7324 0.9674 0.8337 215
304
+ Tesla Model S 0.8519 0.3209 0.4662 215
305
+ Tesla Model X 0.7370 0.9861 0.8436 216
306
+ Tesla Model Y 0.9774 1.0000 0.9886 216
307
+ Toyota 4Runner 0.5584 0.8233 0.6654 215
308
+ Toyota 86 0.8776 1.0000 0.9348 215
309
+ Toyota Avalon 0.6708 0.5023 0.5745 215
310
+ Toyota C-HR 0.8502 0.8977 0.8733 215
311
+ Toyota Camry 0.2513 0.4605 0.3251 215
312
+ Toyota Corolla 0.4734 0.4120 0.4406 216
313
+ Toyota Highlander 0.7101 0.2269 0.3439 216
314
+ Toyota Land Cruiser 0.5862 0.7907 0.6733 215
315
+ Toyota Mirai 0.6083 0.9535 0.7428 215
316
+ Toyota Prius 0.5512 0.5256 0.5381 215
317
+ Toyota Prius C 0.3390 0.8372 0.4826 215
318
+ Toyota RAV4 0.7368 0.1953 0.3088 215
319
+ Toyota Sequoia 0.7730 0.6651 0.7150 215
320
+ Toyota Sienna 0.6655 0.8472 0.7454 216
321
+ Toyota Supra 0.4413 0.9442 0.6015 215
322
+ Toyota Tacoma 0.6508 0.3796 0.4795 216
323
+ Toyota Tundra 0.5663 0.2176 0.3144 216
324
+ Toyota Yaris 0.5116 0.1019 0.1699 216
325
+ Toyota Yaris Hatchback 0.9954 1.0000 0.9977 216
326
+ Volkswagen Arteon 0.6056 1.0000 0.7544 215
327
+ Volkswagen Atlas 0.8520 0.7767 0.8127 215
328
+ Volkswagen Beetle 0.7373 0.7442 0.7407 215
329
+ Volkswagen Golf 0.5619 0.2731 0.3676 216
330
+ Volkswagen Jetta 0.3781 0.3519 0.3645 216
331
+ Volkswagen Passat 0.9412 0.0741 0.1373 216
332
+ Volkswagen Tiguan 0.9279 0.4791 0.6319 215
333
+ Volkswagen e-Golf 0.5072 0.9767 0.6677 215
334
+ Volvo S60 0.8000 0.0186 0.0364 215
335
+ Volvo S90 0.8571 0.6111 0.7135 216
336
+ Volvo V60 0.8172 0.3519 0.4919 216
337
+ Volvo V90 0.5089 0.9302 0.6579 215
338
+ Volvo XC40 0.8733 0.8935 0.8833 216
339
+ Volvo XC60 0.7217 0.3843 0.5015 216
340
+ Volvo XC90 0.8793 0.4722 0.6145 216
341
+ smart fortwo 0.7182 0.3674 0.4862 215
342
 
343
+ accuracy 0.6237 69639
344
+ macro avg 0.6771 0.6237 0.5977 69639
345
+ weighted avg 0.6771 0.6237 0.5976 69639
346
  ```