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dima806
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car_models_image_detection

Image Classification
Transformers
Safetensors
vit
Inference Endpoints
Model card Files Community
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@@ -7,343 +7,343 @@ base_model:
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  - google/vit-base-patch16-224-in21k
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  library_name: transformers
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  ---
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- Returns car brand with about 64% accuracy given on an image.
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  See https://www.kaggle.com/code/dima806/car-models-image-detection-vit for details.
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  ```
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- Accuracy: 0.6372
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- F1 Score: 0.6081
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  Classification report:
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  precision recall f1-score support
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- Acura ILX 0.3340 0.7222 0.4568 216
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- Acura MDX 0.4300 0.5860 0.4961 215
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- Acura NSX 0.7328 0.4465 0.5549 215
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- Acura RDX 0.5122 0.2917 0.3717 216
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- Acura RLX 0.4627 0.6898 0.5539 216
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- Acura TLX 0.4274 0.7116 0.5340 215
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- Alfa Romeo 4C 0.7787 0.8512 0.8133 215
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- Alfa Romeo 4C Spider 0.9351 1.0000 0.9664 216
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- Alfa Romeo Giulia 0.7738 0.7917 0.7826 216
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- Alfa Romeo Stelvio 0.6074 0.9860 0.7518 215
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- Aston Martin DB11 0.7280 0.8796 0.7966 216
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- Aston Martin DBS 0.5897 0.8519 0.6970 216
34
- Aston Martin Vanquish 0.6196 0.7917 0.6951 216
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- Aston Martin Vantage 0.6171 0.6372 0.6270 215
36
- Audi A3 0.5409 0.3981 0.4587 216
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- Audi A4 0.5275 0.4444 0.4824 216
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- Audi A5 0.3293 0.5023 0.3978 215
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- Audi A6 0.2836 0.6250 0.3902 216
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- Audi A7 0.4898 0.1111 0.1811 216
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- Audi A8 0.3375 0.6250 0.4383 216
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- Audi Q3 0.5123 0.9721 0.6709 215
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- Audi Q5 0.6441 0.3519 0.4551 216
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- Audi Q7 0.4820 0.8698 0.6202 215
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- Audi Q8 0.7479 0.8241 0.7841 216
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- Audi R8 0.4851 0.6019 0.5372 216
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- Audi TT 0.3942 0.7500 0.5167 216
48
- Audi e-tron 0.8482 0.8796 0.8636 216
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- BMW 2-Series 0.6486 0.3349 0.4417 215
50
- BMW 3-Series 0.5714 0.2222 0.3200 216
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- BMW 4-Series 0.6724 0.1814 0.2857 215
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- BMW 5-Series 0.3986 0.2639 0.3175 216
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- BMW 6-Series 0.4968 0.3565 0.4151 216
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- BMW 7-Series 0.4428 0.5556 0.4928 216
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- BMW 8-Series 0.7148 0.9442 0.8136 215
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- BMW X1 0.8077 0.4861 0.6069 216
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- BMW X2 0.6724 0.9070 0.7723 215
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- BMW X3 0.6691 0.4326 0.5254 215
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- BMW X4 0.5494 0.6435 0.5928 216
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- BMW X5 0.8421 0.0744 0.1368 215
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- BMW X6 0.7557 0.4583 0.5706 216
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- BMW X7 0.8052 1.0000 0.8921 215
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- BMW Z4 0.6783 0.3628 0.4727 215
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- BMW i3 0.7573 0.8380 0.7956 216
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- BMW i8 0.6331 0.9070 0.7457 215
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- Bentley Bentayga 0.8148 0.7163 0.7624 215
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- Bentley Continental GT 0.5876 0.2639 0.3642 216
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- Bentley Flying Spur 0.7566 0.5324 0.6250 216
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- Bentley Mulsanne 0.3917 0.6558 0.4904 215
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- Buick Cascada 0.6492 0.9814 0.7815 215
71
- Buick Enclave 0.4829 0.8558 0.6174 215
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- Buick Encore 0.5281 0.8704 0.6573 216
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- Buick Envision 0.6855 0.9023 0.7791 215
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- Buick Lacrosse 0.4907 0.3657 0.4191 216
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- Buick Regal 0.8077 0.0972 0.1736 216
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- Cadillac ATS 0.8197 0.4630 0.5917 216
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- Cadillac CT4 0.9600 1.0000 0.9796 216
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- Cadillac CT5 0.7679 1.0000 0.8687 215
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- Cadillac CT6 0.6410 0.6944 0.6667 216
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- Cadillac CTS 0.5397 0.6326 0.5824 215
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- Cadillac Escalade 0.6231 0.5767 0.5990 215
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- Cadillac XT4 0.8600 1.0000 0.9247 215
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- Cadillac XT5 0.6068 0.9116 0.7286 215
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- Cadillac XT6 0.9076 1.0000 0.9515 216
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- Cadillac XTS 0.7306 0.6558 0.6912 215
86
- Chevrolet Blazer 0.9421 0.8326 0.8840 215
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- Chevrolet Bolt EV 0.9312 0.9398 0.9355 216
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- Chevrolet Camaro 0.6269 0.3889 0.4800 216
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- Chevrolet Colorado 0.6354 0.2824 0.3910 216
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- Chevrolet Corvette 0.7319 0.4676 0.5706 216
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- Chevrolet Cruze 0.8000 0.2419 0.3714 215
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- Chevrolet Equinox 0.6296 0.3163 0.4211 215
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- Chevrolet Impala 0.4279 0.8279 0.5642 215
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- Chevrolet Malibu 0.8611 0.1442 0.2470 215
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- Chevrolet Silverado 1500 0.2796 0.1204 0.1683 216
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- Chevrolet Silverado 2500HD 0.3636 0.9116 0.5199 215
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- Chevrolet Sonic 0.8363 0.6651 0.7409 215
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- Chevrolet Spark 0.5752 0.9028 0.7027 216
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- Chevrolet Suburban 0.6933 0.7222 0.7075 216
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- Chevrolet Tahoe 0.5082 0.8605 0.6390 215
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- Chevrolet TrailBlazer 0.7444 0.9306 0.8272 216
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- Chevrolet Traverse 0.3151 0.8287 0.4566 216
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- Chevrolet Trax 0.8613 0.9535 0.9051 215
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- Chevrolet Volt 0.6974 0.6296 0.6618 216
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- Chrysler 300 0.7532 0.5509 0.6364 216
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- Chrysler Pacifica 0.7071 0.6512 0.6780 215
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- Dodge Challenger 0.6538 0.5509 0.5980 216
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- Dodge Charger 0.6860 0.2731 0.3907 216
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- Dodge Durango 0.8333 0.2326 0.3636 215
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- Dodge Grand Caravan 0.7091 0.9028 0.7943 216
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- Dodge Journey 0.6553 0.8009 0.7208 216
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- FIAT 124 Spider 0.4724 0.9163 0.6234 215
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- FIAT 500 0.6373 0.3009 0.4088 216
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- FIAT 500L 0.8670 0.9352 0.8998 216
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- FIAT 500X 0.9149 0.9954 0.9534 216
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- FIAT 500e 0.5710 0.9907 0.7245 215
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- Ferrari 488 GTB 0.8410 0.9306 0.8835 216
118
  Ferrari GTC4Lusso 1.0000 1.0000 1.0000 216
119
- Ferrari Portofino 0.9954 1.0000 0.9977 215
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- Ford Ecosport 0.6814 1.0000 0.8105 216
121
- Ford Edge 1.0000 0.1157 0.2075 216
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- Ford Escape 0.8621 0.1157 0.2041 216
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- Ford Expedition 0.7169 0.5535 0.6247 215
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- Ford Explorer 0.8514 0.2917 0.4345 216
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- Ford F-150 0.5614 0.1481 0.2344 216
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- Ford Fiesta 0.7143 0.2778 0.4000 216
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- Ford Flex 0.5668 0.8884 0.6920 215
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- Ford Fusion 0.7480 0.4259 0.5428 216
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- Ford Mustang 0.6505 0.3102 0.4201 216
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- Ford Ranger 0.5868 0.7860 0.6720 215
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- Ford Super Duty F-250 0.6310 0.4930 0.5535 215
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- Ford Taurus 0.6159 0.4306 0.5068 216
133
- Ford Transit Connect Wagon 0.8095 0.8698 0.8386 215
134
- GMC Acadia 0.7488 0.7488 0.7488 215
135
- GMC Canyon 0.6231 0.3767 0.4696 215
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- GMC Sierra 1500 0.3719 0.2083 0.2671 216
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- GMC Sierra 2500HD 0.3784 0.3889 0.3836 216
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- GMC Terrain 0.6667 0.1852 0.2899 216
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- GMC Yukon 0.7217 0.7083 0.7150 216
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- Genesis G70 0.6980 0.9674 0.8109 215
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- Genesis G80 0.5994 0.9395 0.7319 215
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- Genesis G90 0.3591 0.7731 0.4905 216
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- Honda Accord 0.3111 0.1296 0.1830 216
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- Honda CR-V 0.4676 0.6343 0.5383 216
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- Honda Civic 0.5778 0.1204 0.1992 216
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- Honda Clarity 0.5709 0.6898 0.6247 216
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- Honda Fit 0.5850 0.3981 0.4738 216
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- Honda HR-V 0.7899 0.8704 0.8282 216
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- Honda Insight 0.7800 0.3611 0.4937 216
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- Honda Odyssey 0.6187 0.7361 0.6723 216
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- Honda Passport 0.5547 0.9630 0.7039 216
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- Honda Pilot 0.6667 0.2315 0.3436 216
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- Honda Ridgeline 0.6213 0.6791 0.6489 215
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- Hyundai Accent 0.3455 0.7070 0.4641 215
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- Hyundai Elantra 0.3704 0.1860 0.2477 215
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- Hyundai Ioniq 0.6079 0.6419 0.6244 215
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- Hyundai Kona 0.9653 0.9028 0.9330 216
158
- Hyundai Kona Electric 0.8504 1.0000 0.9191 216
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- Hyundai NEXO 0.9954 1.0000 0.9977 216
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- Hyundai Palisade 0.7749 0.9767 0.8642 215
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- Hyundai Santa Fe 0.9231 0.0558 0.1053 215
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- Hyundai Sonata 0.8750 0.1296 0.2258 216
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- Hyundai Tucson 0.6050 0.5602 0.5817 216
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- Hyundai Veloster 0.7791 0.5907 0.6720 215
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- Hyundai Venue 0.9474 1.0000 0.9730 216
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- INFINITI Q50 0.4962 0.5972 0.5420 216
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- INFINITI Q60 0.5578 0.7593 0.6431 216
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- INFINITI Q70 0.4165 0.9352 0.5763 216
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- INFINITI QX30 0.7633 1.0000 0.8657 216
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- INFINITI QX50 0.6000 0.5556 0.5769 216
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- INFINITI QX60 0.7250 0.6713 0.6971 216
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- INFINITI QX80 0.7349 0.7315 0.7332 216
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- Jaguar E-Pace 0.7352 0.8611 0.7932 216
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- Jaguar F-Pace 0.8725 0.6019 0.7123 216
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- Jaguar F-Type 0.8421 0.1481 0.2520 216
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- Jaguar I-Pace 0.8872 0.5463 0.6762 216
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- Jaguar XE 0.6372 0.3333 0.4377 216
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- Jaguar XF 0.4000 0.0093 0.0181 216
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- Jaguar XJ 0.7413 0.4907 0.5905 216
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- Jeep Cherokee 0.6923 0.7083 0.7002 216
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- Jeep Compass 0.6905 0.6713 0.6808 216
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- Jeep Gladiator 0.9474 1.0000 0.9730 216
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- Jeep Grand Cherokee 0.6538 0.5509 0.5980 216
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- Jeep Renegade 0.8301 0.9954 0.9053 216
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- Jeep Wrangler 0.8739 0.9306 0.9013 216
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- Kia Cadenza 0.5197 0.5535 0.5360 215
187
- Kia Forte 0.2556 0.3721 0.3030 215
188
- Kia K900 0.5196 0.9256 0.6656 215
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- Kia Niro 0.8289 0.5833 0.6848 216
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- Kia Optima 0.6375 0.2361 0.3446 216
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- Kia Rio 0.7000 0.0972 0.1707 216
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- Kia Sedona 0.5714 0.8148 0.6718 216
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- Kia Sorento 0.6531 0.2963 0.4076 216
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- Kia Soul 0.8864 0.5442 0.6744 215
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- Kia Soul EV 0.8175 0.9581 0.8822 215
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- Kia Sportage 0.6083 0.6791 0.6418 215
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- Kia Stinger 0.7423 1.0000 0.8521 216
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- Kia Telluride 0.7993 1.0000 0.8884 215
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- Lamborghini Aventador 0.8710 1.0000 0.9310 216
200
- Lamborghini Huracan 0.6171 0.7721 0.6860 215
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- Lamborghini Urus 0.8151 1.0000 0.8981 216
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- Land Rover Defender 0.7904 1.0000 0.8830 215
203
- Land Rover Discovery 0.7264 0.6759 0.7002 216
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- Land Rover Discovery Sport 0.7426 0.9395 0.8296 215
205
- Land Rover Range Rover 0.6746 0.3953 0.4985 215
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- Land Rover Range Rover Evoque 0.8291 0.6065 0.7005 216
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- Land Rover Range Rover Sport 0.8889 0.0370 0.0711 216
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- Land Rover Range Rover Velar 0.7435 0.9302 0.8264 215
209
- Lexus ES 0.5050 0.4722 0.4880 216
210
- Lexus GS 0.6585 0.3767 0.4793 215
211
- Lexus GX 0.5685 0.9028 0.6977 216
212
- Lexus IS 0.5171 0.4930 0.5048 215
213
- Lexus LC 0.8163 0.9302 0.8696 215
214
- Lexus LS 0.4435 0.7488 0.5571 215
215
- Lexus LX 0.6892 0.2372 0.3529 215
216
- Lexus NX 0.5234 0.7778 0.6257 216
217
- Lexus RC 0.6842 0.4213 0.5215 216
218
- Lexus RX 0.7778 0.3241 0.4575 216
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- Lexus UX 0.9038 1.0000 0.9495 216
220
- Lincoln Aviator 0.7778 0.6186 0.6891 215
221
- Lincoln Continental 0.5689 0.7488 0.6466 215
222
- Lincoln Corsair 0.5942 0.9491 0.7308 216
223
- Lincoln MKC 0.6187 0.8605 0.7198 215
224
- Lincoln MKT 0.5437 0.7778 0.6400 216
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- Lincoln MKZ 0.4907 0.6140 0.5455 215
226
- Lincoln Nautilus 0.5526 0.9491 0.6985 216
227
- Lincoln Navigator 0.6176 0.6806 0.6476 216
228
- MINI Clubman 0.7383 0.7315 0.7349 216
229
- MINI Cooper 0.6821 0.6186 0.6488 215
230
- MINI Cooper Countryman 0.6809 0.8102 0.7400 216
231
- Maserati Ghibli 0.5416 0.9352 0.6859 216
232
- Maserati GranTurismo 0.8421 0.0744 0.1368 215
233
- Maserati Levante 0.8918 0.9537 0.9217 216
234
- Maserati Quattroporte 0.6240 0.7256 0.6710 215
235
- Mazda CX-3 0.6405 0.9074 0.7510 216
236
- Mazda CX-30 0.8780 1.0000 0.9351 216
237
- Mazda CX-5 0.8116 0.2593 0.3930 216
238
- Mazda CX-9 0.5566 0.8426 0.6703 216
239
- Mazda MAZDA3 0.6977 0.2778 0.3974 216
240
- Mazda MAZDA6 0.3893 0.4722 0.4268 216
241
- Mazda MX-5 Miata 0.5755 0.2837 0.3801 215
242
- Mazda Mazda3 Hatchback 1.0000 1.0000 1.0000 215
243
- McLaren 570GT 0.9862 1.0000 0.9931 215
244
- McLaren 570S 0.9730 1.0000 0.9863 216
245
- McLaren 720S 0.7196 0.9907 0.8337 215
246
- Mercedes-Benz A Class 0.4447 0.9306 0.6018 216
247
- Mercedes-Benz AMG GT 0.7655 0.8047 0.7846 215
248
- Mercedes-Benz C Class 0.8333 0.0231 0.0450 216
249
- Mercedes-Benz CLA Class 1.0000 0.2593 0.4118 216
250
- Mercedes-Benz CLS Class 0.5658 0.1991 0.2945 216
251
- Mercedes-Benz E Class 0.4563 0.2176 0.2947 216
252
- Mercedes-Benz EQC 0.7742 1.0000 0.8727 216
253
- Mercedes-Benz G Class 0.7814 0.7778 0.7796 216
254
- Mercedes-Benz GLA Class 0.6613 0.7628 0.7084 215
255
- Mercedes-Benz GLB Class 0.7188 0.9628 0.8231 215
256
- Mercedes-Benz GLC Class 0.7204 0.3116 0.4351 215
257
- Mercedes-Benz GLE Class 0.6556 0.4583 0.5395 216
258
- Mercedes-Benz GLS Class 0.6047 0.9535 0.7401 215
259
- Mercedes-Benz Metris 0.9439 0.9352 0.9395 216
260
- Mercedes-Benz S Class 0.4537 0.2269 0.3025 216
261
- Mercedes-Benz SL Class 0.5074 0.8000 0.6209 215
262
- Mercedes-Benz SLC Class 0.7991 0.8287 0.8136 216
263
- Mitsubishi Eclipse Cross 0.8816 1.0000 0.9371 216
264
- Mitsubishi Mirage 0.3750 0.8512 0.5206 215
265
- Mitsubishi Outlander 0.7976 0.3116 0.4482 215
266
- Mitsubishi Outlander Sport 0.5735 0.5628 0.5681 215
267
- Nissan 370Z 0.6528 0.8009 0.7193 216
268
- Nissan Altima 0.4350 0.4491 0.4419 216
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- Nissan Armada 0.5540 0.7163 0.6247 215
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- Nissan Frontier 0.5114 0.8333 0.6338 216
271
- Nissan GT-R 0.7536 0.2419 0.3662 215
272
- Nissan Kicks 0.8431 1.0000 0.9149 215
273
- Nissan Leaf 0.7946 0.4120 0.5427 216
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- Nissan Maxima 0.5361 0.7222 0.6154 216
275
- Nissan Murano 0.7808 0.5278 0.6298 216
276
- Nissan NV200 0.9258 0.9815 0.9528 216
277
- Nissan Pathfinder 0.8267 0.2884 0.4276 215
278
- Nissan Rogue 0.6529 0.3674 0.4702 215
279
- Nissan Rogue Sport 0.7235 0.9815 0.8330 216
280
- Nissan Sentra 0.4872 0.3519 0.4086 216
281
- Nissan Titan 0.6667 0.2233 0.3345 215
282
- Nissan Versa 0.3939 0.1806 0.2476 216
283
- Porsche 718 0.4709 0.8241 0.5993 216
284
  Porsche 718 Spyder 1.0000 1.0000 1.0000 216
285
- Porsche 911 0.9429 0.1528 0.2629 216
286
- Porsche Cayenne 0.9623 0.2361 0.3792 216
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- Porsche Macan 0.8716 0.4419 0.5864 215
288
- Porsche Panamera 0.5030 0.3889 0.4386 216
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- Porsche Taycan 0.6262 0.9306 0.7486 216
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- Ram 1500 0.5417 0.2419 0.3344 215
291
- Ram 2500 0.4303 0.8426 0.5696 216
292
- Rolls-Royce Cullinan 0.9267 1.0000 0.9620 215
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- Rolls-Royce Dawn 0.9471 1.0000 0.9729 215
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- Rolls-Royce Ghost 0.5096 0.8611 0.6403 216
295
- Rolls-Royce Phantom 0.6093 0.9676 0.7478 216
296
- Rolls-Royce Wraith 0.9954 1.0000 0.9977 215
297
- Subaru Ascent 0.8009 0.8233 0.8119 215
298
- Subaru BRZ 0.7195 0.8233 0.7679 215
299
- Subaru Crosstrek 0.9281 0.6000 0.7288 215
300
- Subaru Forester 0.6027 0.6250 0.6136 216
301
- Subaru Impreza 0.7500 0.0139 0.0273 216
302
- Subaru Legacy 0.8333 0.0694 0.1282 216
303
- Subaru Outback 0.7917 0.3535 0.4887 215
304
- Subaru STI S209 1.0000 1.0000 1.0000 216
305
- Subaru WRX 0.5451 0.5880 0.5657 216
306
- Tesla Model 3 0.7288 1.0000 0.8431 215
307
- Tesla Model S 0.7156 0.3628 0.4815 215
308
- Tesla Model X 0.9048 0.9721 0.9372 215
309
- Tesla Model Y 1.0000 1.0000 1.0000 215
310
- Toyota 4Runner 0.6053 0.8519 0.7077 216
311
- Toyota 86 0.8996 1.0000 0.9471 215
312
- Toyota Avalon 0.5904 0.4537 0.5131 216
313
- Toyota C-HR 0.7567 0.9213 0.8309 216
314
- Toyota Camry 0.3529 0.3333 0.3429 216
315
- Toyota Corolla 0.4408 0.4306 0.4356 216
316
- Toyota Highlander 0.5028 0.4120 0.4529 216
317
- Toyota Land Cruiser 0.5358 0.7269 0.6169 216
318
- Toyota Mirai 0.5538 1.0000 0.7129 216
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- Toyota Prius 0.6186 0.5581 0.5868 215
320
- Toyota Prius C 0.3161 0.7674 0.4478 215
321
- Toyota RAV4 0.6292 0.2605 0.3684 215
322
- Toyota Sequoia 0.5714 0.7442 0.6465 215
323
- Toyota Sienna 0.5389 0.8333 0.6545 216
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- Toyota Supra 0.6006 0.8981 0.7199 216
325
- Toyota Tacoma 0.5375 0.5972 0.5658 216
326
- Toyota Tundra 0.5489 0.3380 0.4183 216
327
- Toyota Yaris 0.3857 0.1250 0.1888 216
328
- Toyota Yaris Hatchback 0.9908 1.0000 0.9954 216
329
- Volkswagen Arteon 0.7993 1.0000 0.8884 215
330
- Volkswagen Atlas 0.7727 0.9444 0.8500 216
331
- Volkswagen Beetle 0.7797 0.6419 0.7041 215
332
- Volkswagen Golf 0.4023 0.1628 0.2318 215
333
- Volkswagen Jetta 0.6393 0.1806 0.2816 216
334
- Volkswagen Passat 0.4915 0.1349 0.2117 215
335
- Volkswagen Tiguan 0.7748 0.5417 0.6376 216
336
- Volkswagen e-Golf 0.5318 0.9676 0.6864 216
337
- Volvo S60 0.0000 0.0000 0.0000 215
338
- Volvo S90 0.3875 0.6326 0.4806 215
339
- Volvo V60 0.3787 0.6574 0.4805 216
340
- Volvo V90 0.5977 0.9674 0.7389 215
341
- Volvo XC40 0.7746 0.8750 0.8217 216
342
- Volvo XC60 0.8953 0.3581 0.5116 215
343
- Volvo XC90 0.8061 0.3674 0.5048 215
344
- smart fortwo 0.6567 0.6111 0.6331 216
345
 
346
- accuracy 0.6372 69639
347
- macro avg 0.6688 0.6373 0.6081 69639
348
- weighted avg 0.6688 0.6372 0.6081 69639
349
  ```
 
7
  - google/vit-base-patch16-224-in21k
8
  library_name: transformers
9
  ---
10
+ Returns car brand with about 84% accuracy given on an image.
11
 
12
  See https://www.kaggle.com/code/dima806/car-models-image-detection-vit for details.
13
 
14
  ```
15
+ Accuracy: 0.8410
16
+ F1 Score: 0.8372
17
 
18
  Classification report:
19
 
20
  precision recall f1-score support
21
 
22
+ Acura ILX 0.7004 0.8657 0.7743 216
23
+ Acura MDX 0.8211 0.7222 0.7685 216
24
+ Acura NSX 0.8434 0.7731 0.8068 216
25
+ Acura RDX 0.6456 0.8519 0.7345 216
26
+ Acura RLX 0.7159 0.8750 0.7875 216
27
+ Acura TLX 0.8125 0.9028 0.8553 216
28
+ Alfa Romeo 4C 0.9596 0.8796 0.9179 216
29
+ Alfa Romeo 4C Spider 0.9114 1.0000 0.9536 216
30
+ Alfa Romeo Giulia 0.9289 0.9676 0.9478 216
31
+ Alfa Romeo Stelvio 0.9721 0.9676 0.9698 216
32
+ Aston Martin DB11 0.9933 0.6898 0.8142 216
33
+ Aston Martin DBS 1.0000 0.6991 0.8229 216
34
+ Aston Martin Vanquish 0.9256 0.9213 0.9234 216
35
+ Aston Martin Vantage 0.6407 0.8791 0.7412 215
36
+ Audi A3 0.6429 0.6698 0.6560 215
37
+ Audi A4 0.6598 0.7395 0.6974 215
38
+ Audi A5 0.7440 0.7163 0.7299 215
39
+ Audi A6 0.6383 0.5556 0.5941 216
40
+ Audi A7 0.6611 0.7349 0.6960 215
41
+ Audi A8 0.6760 0.7860 0.7269 215
42
+ Audi Q3 0.9459 0.9767 0.9611 215
43
+ Audi Q5 0.7934 0.7860 0.7897 215
44
+ Audi Q7 0.8259 0.8565 0.8409 216
45
+ Audi Q8 0.9346 0.9302 0.9324 215
46
+ Audi R8 0.7215 0.7315 0.7264 216
47
+ Audi TT 0.6949 0.8791 0.7762 215
48
+ Audi e-tron 0.9908 1.0000 0.9954 216
49
+ BMW 2-Series 0.6548 0.5116 0.5744 215
50
+ BMW 3-Series 0.6575 0.6667 0.6621 216
51
+ BMW 4-Series 0.6411 0.7361 0.6853 216
52
+ BMW 5-Series 0.6224 0.4120 0.4958 216
53
+ BMW 6-Series 0.7765 0.6140 0.6857 215
54
+ BMW 7-Series 0.7195 0.7361 0.7277 216
55
+ BMW 8-Series 1.0000 0.8935 0.9438 216
56
+ BMW X1 0.8442 0.9070 0.8744 215
57
+ BMW X2 0.9231 1.0000 0.9600 216
58
+ BMW X3 0.7445 0.7824 0.7630 216
59
+ BMW X4 0.8700 0.8093 0.8386 215
60
+ BMW X5 0.7816 0.6326 0.6992 215
61
+ BMW X6 0.7137 0.7500 0.7314 216
62
+ BMW X7 0.9774 1.0000 0.9886 216
63
+ BMW Z4 0.8400 0.6837 0.7538 215
64
+ BMW i3 0.8729 0.9581 0.9135 215
65
+ BMW i8 0.8629 0.9907 0.9224 216
66
+ Bentley Bentayga 0.9591 0.9769 0.9679 216
67
+ Bentley Continental GT 0.7621 0.7269 0.7441 216
68
+ Bentley Flying Spur 0.7908 0.8750 0.8308 216
69
+ Bentley Mulsanne 0.8242 0.9769 0.8941 216
70
+ Buick Cascada 0.9770 0.9860 0.9815 215
71
+ Buick Enclave 0.7756 0.9120 0.8383 216
72
+ Buick Encore 0.8798 0.9491 0.9131 216
73
+ Buick Envision 0.8950 0.9861 0.9383 216
74
+ Buick Lacrosse 0.7005 0.6419 0.6699 215
75
+ Buick Regal 0.7939 0.6065 0.6877 216
76
+ Cadillac ATS 0.6867 0.7953 0.7371 215
77
+ Cadillac CT4 0.9908 1.0000 0.9954 216
78
+ Cadillac CT5 0.9908 1.0000 0.9954 216
79
+ Cadillac CT6 0.8472 0.8981 0.8719 216
80
+ Cadillac CTS 0.7337 0.6791 0.7053 215
81
+ Cadillac Escalade 0.8155 0.7814 0.7981 215
82
+ Cadillac XT4 1.0000 1.0000 1.0000 216
83
+ Cadillac XT5 0.9231 1.0000 0.9600 216
84
+ Cadillac XT6 0.9729 1.0000 0.9862 215
85
+ Cadillac XTS 0.8333 0.8565 0.8447 216
86
+ Chevrolet Blazer 0.9450 0.9537 0.9493 216
87
+ Chevrolet Bolt EV 1.0000 0.9769 0.9883 216
88
+ Chevrolet Camaro 0.7423 0.6698 0.7042 215
89
+ Chevrolet Colorado 0.7043 0.6093 0.6534 215
90
+ Chevrolet Corvette 0.8247 0.7407 0.7805 216
91
+ Chevrolet Cruze 0.7000 0.5833 0.6364 216
92
+ Chevrolet Equinox 0.7814 0.7814 0.7814 215
93
+ Chevrolet Impala 0.6955 0.9306 0.7960 216
94
+ Chevrolet Malibu 0.7562 0.5602 0.6436 216
95
+ Chevrolet Silverado 1500 0.6000 0.4167 0.4918 216
96
+ Chevrolet Silverado 2500HD 0.6494 0.7546 0.6981 216
97
+ Chevrolet Sonic 0.8925 0.8843 0.8884 216
98
+ Chevrolet Spark 0.8761 0.9209 0.8980 215
99
+ Chevrolet Suburban 0.8922 0.8426 0.8667 216
100
+ Chevrolet Tahoe 0.8914 0.9163 0.9037 215
101
+ Chevrolet TrailBlazer 0.9417 0.9722 0.9567 216
102
+ Chevrolet Traverse 0.8462 0.9167 0.8800 216
103
+ Chevrolet Trax 0.9381 0.9860 0.9615 215
104
+ Chevrolet Volt 0.7650 0.7721 0.7685 215
105
+ Chrysler 300 0.7261 0.8140 0.7675 215
106
+ Chrysler Pacifica 0.8233 0.8843 0.8527 216
107
+ Dodge Challenger 0.6932 0.8056 0.7452 216
108
+ Dodge Charger 0.6435 0.6435 0.6435 216
109
+ Dodge Durango 0.8832 0.8750 0.8791 216
110
+ Dodge Grand Caravan 0.9676 0.9676 0.9676 216
111
+ Dodge Journey 0.8286 0.9442 0.8826 215
112
+ FIAT 124 Spider 0.9953 0.9767 0.9859 215
113
+ FIAT 500 0.7944 0.7870 0.7907 216
114
+ FIAT 500L 0.9725 0.9860 0.9792 215
115
+ FIAT 500X 0.9513 0.9954 0.9729 216
116
+ FIAT 500e 0.9512 0.9028 0.9264 216
117
+ Ferrari 488 GTB 0.9633 0.9722 0.9677 216
118
  Ferrari GTC4Lusso 1.0000 1.0000 1.0000 216
119
+ Ferrari Portofino 1.0000 1.0000 1.0000 216
120
+ Ford Ecosport 0.9729 1.0000 0.9862 215
121
+ Ford Edge 0.8621 0.4630 0.6024 216
122
+ Ford Escape 0.8973 0.6065 0.7238 216
123
+ Ford Expedition 0.8646 0.7685 0.8137 216
124
+ Ford Explorer 0.8048 0.7860 0.7953 215
125
+ Ford F-150 0.6718 0.6093 0.6390 215
126
+ Ford Fiesta 0.7425 0.5741 0.6475 216
127
+ Ford Flex 0.8688 0.8889 0.8787 216
128
+ Ford Fusion 0.7571 0.7395 0.7482 215
129
+ Ford Mustang 0.6471 0.5093 0.5699 216
130
+ Ford Ranger 0.8861 0.8287 0.8565 216
131
+ Ford Super Duty F-250 0.7540 0.8698 0.8078 215
132
+ Ford Taurus 0.7108 0.8233 0.7629 215
133
+ Ford Transit Connect Wagon 0.9809 0.9535 0.9670 215
134
+ GMC Acadia 0.9272 0.8884 0.9074 215
135
+ GMC Canyon 0.7717 0.9074 0.8340 216
136
+ GMC Sierra 1500 0.5957 0.3889 0.4706 216
137
+ GMC Sierra 2500HD 0.7056 0.6435 0.6731 216
138
+ GMC Terrain 0.8878 0.8426 0.8646 216
139
+ GMC Yukon 0.9224 0.9395 0.9309 215
140
+ Genesis G70 0.9904 0.9628 0.9764 215
141
+ Genesis G80 0.9474 1.0000 0.9730 216
142
+ Genesis G90 0.8777 0.9349 0.9054 215
143
+ Honda Accord 0.8019 0.3935 0.5280 216
144
+ Honda CR-V 0.7714 0.7535 0.7624 215
145
+ Honda Civic 0.6837 0.3102 0.4268 216
146
+ Honda Clarity 0.7886 0.8981 0.8398 216
147
+ Honda Fit 0.7865 0.7023 0.7420 215
148
+ Honda HR-V 0.9244 0.9630 0.9433 216
149
+ Honda Insight 0.7238 0.8047 0.7621 215
150
+ Honda Odyssey 0.8643 0.8843 0.8741 216
151
+ Honda Passport 0.8898 0.9767 0.9313 215
152
+ Honda Pilot 0.8009 0.7860 0.7934 215
153
+ Honda Ridgeline 0.7760 0.8981 0.8326 216
154
+ Hyundai Accent 0.7577 0.7963 0.7765 216
155
+ Hyundai Elantra 0.6067 0.5023 0.5496 215
156
+ Hyundai Ioniq 0.8361 0.9256 0.8786 215
157
+ Hyundai Kona 0.9899 0.9120 0.9494 216
158
+ Hyundai Kona Electric 0.9188 1.0000 0.9577 215
159
+ Hyundai NEXO 1.0000 1.0000 1.0000 215
160
+ Hyundai Palisade 0.9515 1.0000 0.9752 216
161
+ Hyundai Santa Fe 0.8392 0.5581 0.6704 215
162
+ Hyundai Sonata 0.5817 0.5628 0.5721 215
163
+ Hyundai Tucson 0.9249 0.7442 0.8247 215
164
+ Hyundai Veloster 0.8249 0.8287 0.8268 216
165
+ Hyundai Venue 0.9774 1.0000 0.9886 216
166
+ INFINITI Q50 0.8725 0.8279 0.8496 215
167
+ INFINITI Q60 0.8565 0.9398 0.8962 216
168
+ INFINITI Q70 0.9450 0.9537 0.9493 216
169
+ INFINITI QX30 0.9908 1.0000 0.9954 216
170
+ INFINITI QX50 0.8445 0.9349 0.8874 215
171
+ INFINITI QX60 0.8919 0.9167 0.9041 216
172
+ INFINITI QX80 0.9159 0.9628 0.9388 215
173
+ Jaguar E-Pace 0.9818 1.0000 0.9908 216
174
+ Jaguar F-Pace 0.9798 0.8981 0.9372 216
175
+ Jaguar F-Type 0.8768 0.8279 0.8517 215
176
+ Jaguar I-Pace 0.8471 0.9535 0.8972 215
177
+ Jaguar XE 0.7984 0.9167 0.8534 216
178
+ Jaguar XF 0.7467 0.5209 0.6137 215
179
+ Jaguar XJ 0.7568 0.7778 0.7671 216
180
+ Jeep Cherokee 0.9122 0.8698 0.8905 215
181
+ Jeep Compass 0.8756 0.8837 0.8796 215
182
+ Jeep Gladiator 1.0000 1.0000 1.0000 216
183
+ Jeep Grand Cherokee 0.8950 0.8287 0.8606 216
184
+ Jeep Renegade 0.9816 0.9861 0.9838 216
185
+ Jeep Wrangler 0.9810 0.9583 0.9696 216
186
+ Kia Cadenza 0.8164 0.9721 0.8875 215
187
+ Kia Forte 0.5972 0.5860 0.5915 215
188
+ Kia K900 0.9149 1.0000 0.9556 215
189
+ Kia Niro 0.8077 0.9722 0.8824 216
190
+ Kia Optima 0.7009 0.7269 0.7136 216
191
+ Kia Rio 0.7089 0.6991 0.7040 216
192
+ Kia Sedona 0.8475 0.9259 0.8850 216
193
+ Kia Sorento 0.7299 0.7163 0.7230 215
194
+ Kia Soul 0.7432 0.8884 0.8093 215
195
+ Kia Soul EV 0.9498 0.9674 0.9585 215
196
+ Kia Sportage 0.9100 0.8889 0.8993 216
197
+ Kia Stinger 0.9862 1.0000 0.9931 215
198
+ Kia Telluride 0.9163 0.9674 0.9412 215
199
+ Lamborghini Aventador 1.0000 1.0000 1.0000 215
200
+ Lamborghini Huracan 0.9488 0.9488 0.9488 215
201
+ Lamborghini Urus 0.9954 1.0000 0.9977 215
202
+ Land Rover Defender 0.9954 1.0000 0.9977 215
203
+ Land Rover Discovery 0.8793 0.9488 0.9128 215
204
+ Land Rover Discovery Sport 0.8723 0.9535 0.9111 215
205
+ Land Rover Range Rover 0.6016 0.7130 0.6525 216
206
+ Land Rover Range Rover Evoque 0.8807 0.8930 0.8868 215
207
+ Land Rover Range Rover Sport 0.7353 0.6944 0.7143 216
208
+ Land Rover Range Rover Velar 0.9770 0.9815 0.9792 216
209
+ Lexus ES 0.7277 0.7917 0.7583 216
210
+ Lexus GS 0.8247 0.7407 0.7805 216
211
+ Lexus GX 0.9177 0.9860 0.9507 215
212
+ Lexus IS 0.8095 0.7907 0.8000 215
213
+ Lexus LC 0.9685 1.0000 0.9840 215
214
+ Lexus LS 0.8419 0.8419 0.8419 215
215
+ Lexus LX 0.8750 0.8102 0.8413 216
216
+ Lexus NX 0.8846 0.9628 0.9220 215
217
+ Lexus RC 0.8211 0.8287 0.8249 216
218
+ Lexus RX 0.7611 0.7963 0.7783 216
219
+ Lexus UX 0.9513 1.0000 0.9751 215
220
+ Lincoln Aviator 0.9183 0.8884 0.9031 215
221
+ Lincoln Continental 0.7711 0.8889 0.8258 216
222
+ Lincoln Corsair 0.9191 1.0000 0.9579 216
223
+ Lincoln MKC 0.9635 0.9814 0.9724 215
224
+ Lincoln MKT 0.8814 0.9630 0.9204 216
225
+ Lincoln MKZ 0.7788 0.7824 0.7806 216
226
+ Lincoln Nautilus 0.9452 0.9628 0.9539 215
227
+ Lincoln Navigator 0.8767 0.8889 0.8828 216
228
+ MINI Clubman 0.8733 0.8935 0.8833 216
229
+ MINI Cooper 0.8155 0.7778 0.7962 216
230
+ MINI Cooper Countryman 0.8386 0.8698 0.8539 215
231
+ Maserati Ghibli 0.9427 0.9907 0.9661 216
232
+ Maserati GranTurismo 0.8357 0.8241 0.8298 216
233
+ Maserati Levante 0.9773 1.0000 0.9885 215
234
+ Maserati Quattroporte 0.9019 0.8977 0.8998 215
235
+ Mazda CX-3 0.9378 0.9769 0.9569 216
236
+ Mazda CX-30 0.9600 1.0000 0.9796 216
237
+ Mazda CX-5 0.8778 0.7315 0.7980 216
238
+ Mazda CX-9 0.8718 0.9444 0.9067 216
239
+ Mazda MAZDA3 0.7041 0.6389 0.6699 216
240
+ Mazda MAZDA6 0.6951 0.7176 0.7062 216
241
+ Mazda MX-5 Miata 0.8889 0.7778 0.8296 216
242
+ Mazda Mazda3 Hatchback 0.9954 1.0000 0.9977 215
243
+ McLaren 570GT 1.0000 1.0000 1.0000 216
244
+ McLaren 570S 1.0000 1.0000 1.0000 215
245
+ McLaren 720S 0.9774 1.0000 0.9886 216
246
+ Mercedes-Benz A Class 0.9474 1.0000 0.9730 216
247
+ Mercedes-Benz AMG GT 0.9295 0.9769 0.9526 216
248
+ Mercedes-Benz C Class 0.6261 0.3333 0.4350 216
249
+ Mercedes-Benz CLA Class 0.7036 0.9120 0.7944 216
250
+ Mercedes-Benz CLS Class 0.6714 0.6620 0.6667 216
251
+ Mercedes-Benz E Class 0.7026 0.6343 0.6667 216
252
+ Mercedes-Benz EQC 0.9862 1.0000 0.9931 215
253
+ Mercedes-Benz G Class 0.8390 0.9209 0.8780 215
254
+ Mercedes-Benz GLA Class 0.7935 0.9116 0.8485 215
255
+ Mercedes-Benz GLB Class 0.9389 1.0000 0.9685 215
256
+ Mercedes-Benz GLC Class 0.7989 0.6465 0.7147 215
257
+ Mercedes-Benz GLE Class 0.9103 0.6605 0.7655 215
258
+ Mercedes-Benz GLS Class 0.8471 1.0000 0.9172 216
259
+ Mercedes-Benz Metris 0.9774 1.0000 0.9886 216
260
+ Mercedes-Benz S Class 0.6364 0.5509 0.5906 216
261
+ Mercedes-Benz SL Class 0.7160 0.8326 0.7699 215
262
+ Mercedes-Benz SLC Class 0.9381 0.9815 0.9593 216
263
+ Mitsubishi Eclipse Cross 0.9908 1.0000 0.9954 216
264
+ Mitsubishi Mirage 0.8481 0.9349 0.8894 215
265
+ Mitsubishi Outlander 0.8554 0.6574 0.7435 216
266
+ Mitsubishi Outlander Sport 0.7600 0.8796 0.8155 216
267
+ Nissan 370Z 0.9742 0.8750 0.9220 216
268
+ Nissan Altima 0.8353 0.6605 0.7377 215
269
+ Nissan Armada 0.9193 0.9491 0.9339 216
270
+ Nissan Frontier 0.8738 0.8698 0.8718 215
271
+ Nissan GT-R 0.6301 0.7176 0.6710 216
272
+ Nissan Kicks 0.9474 1.0000 0.9730 216
273
+ Nissan Leaf 0.7673 0.7176 0.7416 216
274
+ Nissan Maxima 0.8479 0.8558 0.8519 215
275
+ Nissan Murano 0.8726 0.8605 0.8665 215
276
+ Nissan NV200 1.0000 1.0000 1.0000 215
277
+ Nissan Pathfinder 0.8028 0.8102 0.8065 216
278
+ Nissan Rogue 0.7822 0.8148 0.7982 216
279
+ Nissan Rogue Sport 0.9773 1.0000 0.9885 215
280
+ Nissan Sentra 0.6009 0.6343 0.6171 216
281
+ Nissan Titan 0.8042 0.7037 0.7506 216
282
+ Nissan Versa 0.7770 0.5023 0.6102 215
283
+ Porsche 718 0.9106 0.9907 0.9490 216
284
  Porsche 718 Spyder 1.0000 1.0000 1.0000 216
285
+ Porsche 911 0.7701 0.6667 0.7146 216
286
+ Porsche Cayenne 0.7701 0.6667 0.7146 216
287
+ Porsche Macan 0.8432 0.9256 0.8825 215
288
+ Porsche Panamera 0.7018 0.7407 0.7207 216
289
+ Porsche Taycan 0.9336 0.9769 0.9548 216
290
+ Ram 1500 0.7523 0.7767 0.7643 215
291
+ Ram 2500 0.8287 0.8287 0.8287 216
292
+ Rolls-Royce Cullinan 0.9903 0.9491 0.9693 216
293
+ Rolls-Royce Dawn 1.0000 1.0000 1.0000 216
294
+ Rolls-Royce Ghost 0.9279 0.9581 0.9428 215
295
+ Rolls-Royce Phantom 0.9641 0.9954 0.9795 216
296
+ Rolls-Royce Wraith 1.0000 1.0000 1.0000 216
297
+ Subaru Ascent 0.8458 0.9907 0.9126 216
298
+ Subaru BRZ 0.8272 0.9306 0.8758 216
299
+ Subaru Crosstrek 0.8599 0.8279 0.8436 215
300
+ Subaru Forester 0.7889 0.7269 0.7566 216
301
+ Subaru Impreza 0.6215 0.6186 0.6200 215
302
+ Subaru Legacy 0.5024 0.4791 0.4905 215
303
+ Subaru Outback 0.7438 0.8333 0.7860 216
304
+ Subaru STI S209 1.0000 1.0000 1.0000 215
305
+ Subaru WRX 0.6816 0.7767 0.7261 215
306
+ Tesla Model 3 0.9310 1.0000 0.9643 216
307
+ Tesla Model S 0.7881 0.8611 0.8230 216
308
+ Tesla Model X 0.9908 1.0000 0.9954 216
309
+ Tesla Model Y 1.0000 1.0000 1.0000 216
310
+ Toyota 4Runner 0.9167 0.9167 0.9167 216
311
+ Toyota 86 1.0000 1.0000 1.0000 216
312
+ Toyota Avalon 0.7880 0.6713 0.7250 216
313
+ Toyota C-HR 0.9515 1.0000 0.9752 216
314
+ Toyota Camry 0.6745 0.6620 0.6682 216
315
+ Toyota Corolla 0.7586 0.6140 0.6787 215
316
+ Toyota Highlander 0.8539 0.7037 0.7716 216
317
+ Toyota Land Cruiser 0.9147 0.8935 0.9040 216
318
+ Toyota Mirai 0.9127 0.9676 0.9393 216
319
+ Toyota Prius 0.6484 0.7721 0.7049 215
320
+ Toyota Prius C 0.7092 0.9302 0.8048 215
321
+ Toyota RAV4 0.7403 0.6233 0.6768 215
322
+ Toyota Sequoia 0.9217 0.9259 0.9238 216
323
+ Toyota Sienna 0.9703 0.9074 0.9378 216
324
+ Toyota Supra 0.9505 0.9769 0.9635 216
325
+ Toyota Tacoma 0.6969 0.8233 0.7548 215
326
+ Toyota Tundra 0.7376 0.6930 0.7146 215
327
+ Toyota Yaris 0.6806 0.4537 0.5444 216
328
+ Toyota Yaris Hatchback 1.0000 1.0000 1.0000 216
329
+ Volkswagen Arteon 0.9471 1.0000 0.9729 215
330
+ Volkswagen Atlas 0.8921 1.0000 0.9430 215
331
+ Volkswagen Beetle 0.7839 0.8565 0.8186 216
332
+ Volkswagen Golf 0.7040 0.7269 0.7153 216
333
+ Volkswagen Jetta 0.5907 0.7083 0.6442 216
334
+ Volkswagen Passat 0.6947 0.4233 0.5260 215
335
+ Volkswagen Tiguan 0.7926 0.8000 0.7963 215
336
+ Volkswagen e-Golf 0.8584 0.9259 0.8909 216
337
+ Volvo S60 0.6640 0.3843 0.4868 216
338
+ Volvo S90 0.7878 0.8935 0.8373 216
339
+ Volvo V60 0.6966 0.7546 0.7244 216
340
+ Volvo V90 0.8833 0.9860 0.9319 215
341
+ Volvo XC40 0.9729 1.0000 0.9862 215
342
+ Volvo XC60 0.7841 0.8241 0.8036 216
343
+ Volvo XC90 0.8528 0.7778 0.8136 216
344
+ smart fortwo 0.8418 0.7639 0.8010 216
345
 
346
+ accuracy 0.8410 69639
347
+ macro avg 0.8406 0.8410 0.8372 69639
348
+ weighted avg 0.8406 0.8410 0.8372 69639
349
  ```