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--- |
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license: apache-2.0 |
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metrics: |
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- accuracy |
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- f1 |
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--- |
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Returns car brand given an image. |
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|
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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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Classification report: |
|
|
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precision recall f1-score support |
|
|
|
Acura ILX 0.2738 0.7315 0.3985 216 |
|
Acura MDX 0.7195 0.2731 0.3960 216 |
|
Acura NSX 0.5746 0.3565 0.4400 216 |
|
Acura RDX 1.0000 0.1065 0.1925 216 |
|
Acura RLX 0.7130 0.3581 0.4768 215 |
|
Acura TLX 0.7206 0.4537 0.5568 216 |
|
Alfa Romeo 4C 0.5799 0.8565 0.6916 216 |
|
Alfa Romeo 4C Spider 0.7934 1.0000 0.8848 215 |
|
Alfa Romeo Giulia 0.5343 0.5046 0.5190 216 |
|
Alfa Romeo Stelvio 0.5413 0.8796 0.6702 216 |
|
Aston Martin DB11 0.7281 0.7721 0.7494 215 |
|
Aston Martin DBS 0.2972 0.8930 0.4460 215 |
|
Aston Martin Vanquish 0.6582 0.4815 0.5561 216 |
|
Aston Martin Vantage 0.4173 0.2685 0.3268 216 |
|
Audi A3 0.6441 0.1759 0.2764 216 |
|
Audi A4 0.5145 0.4120 0.4576 216 |
|
Audi A5 0.4337 0.3935 0.4126 216 |
|
Audi A6 0.1911 0.3981 0.2583 216 |
|
Audi A7 0.6364 0.0648 0.1176 216 |
|
Audi A8 0.1978 0.6574 0.3041 216 |
|
Audi Q3 0.8247 0.7407 0.7805 216 |
|
Audi Q5 0.7925 0.3889 0.5217 216 |
|
Audi Q7 0.4269 0.6620 0.5191 216 |
|
Audi Q8 0.8523 0.5880 0.6959 216 |
|
Audi R8 0.5667 0.1574 0.2464 216 |
|
Audi TT 0.3856 0.6713 0.4899 216 |
|
Audi e-tron 0.9762 0.7593 0.8542 216 |
|
BMW 2-Series 0.4318 0.1759 0.2500 216 |
|
BMW 3-Series 0.4157 0.1721 0.2434 215 |
|
BMW 4-Series 0.6269 0.1944 0.2968 216 |
|
BMW 5-Series 0.5556 0.0463 0.0855 216 |
|
BMW 6-Series 0.6000 0.0972 0.1673 216 |
|
BMW 7-Series 0.3278 0.3657 0.3457 216 |
|
BMW 8-Series 0.8316 0.7349 0.7802 215 |
|
BMW X1 0.8148 0.3070 0.4459 215 |
|
BMW X2 0.9540 0.3860 0.5497 215 |
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BMW X3 0.6630 0.2824 0.3961 216 |
|
BMW X4 0.7500 0.2778 0.4054 216 |
|
BMW X5 1.0000 0.0465 0.0889 215 |
|
BMW X6 0.9474 0.0837 0.1538 215 |
|
BMW X7 0.5821 0.9028 0.7078 216 |
|
BMW Z4 0.4167 0.3935 0.4048 216 |
|
BMW i3 0.7268 0.6528 0.6878 216 |
|
BMW i8 0.4472 0.7488 0.5600 215 |
|
Bentley Bentayga 0.7263 0.6389 0.6798 216 |
|
Bentley Continental GT 0.8788 0.1343 0.2329 216 |
|
Bentley Flying Spur 0.4655 0.3750 0.4154 216 |
|
Bentley Mulsanne 0.3257 0.6605 0.4363 215 |
|
Buick Cascada 0.7109 0.8426 0.7712 216 |
|
Buick Enclave 0.3433 0.7488 0.4708 215 |
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Buick Encore 0.3108 0.8102 0.4493 216 |
|
Buick Envision 0.5120 0.7907 0.6216 215 |
|
Buick Lacrosse 0.2713 0.3256 0.2960 215 |
|
Buick Regal 0.8750 0.0326 0.0628 215 |
|
Cadillac ATS 0.9211 0.1620 0.2756 216 |
|
Cadillac CT4 0.6677 1.0000 0.8007 215 |
|
Cadillac CT5 0.4536 1.0000 0.6241 215 |
|
Cadillac CT6 0.7209 0.2870 0.4106 216 |
|
Cadillac CTS 0.3367 0.3116 0.3237 215 |
|
Cadillac Escalade 0.5529 0.4372 0.4883 215 |
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Cadillac XT4 0.6059 0.9537 0.7410 216 |
|
Cadillac XT5 0.3991 0.7870 0.5296 216 |
|
Cadillac XT6 0.4821 1.0000 0.6506 216 |
|
Cadillac XTS 0.3395 0.6806 0.4530 216 |
|
Chevrolet Blazer 0.8313 0.6389 0.7225 216 |
|
Chevrolet Bolt EV 0.7613 0.7824 0.7717 216 |
|
Chevrolet Camaro 0.5294 0.2083 0.2990 216 |
|
Chevrolet Colorado 1.0000 0.0372 0.0717 215 |
|
Chevrolet Corvette 0.4961 0.2963 0.3710 216 |
|
Chevrolet Cruze 0.3043 0.0324 0.0586 216 |
|
Chevrolet Equinox 0.9474 0.0833 0.1532 216 |
|
Chevrolet Impala 0.1809 0.7870 0.2941 216 |
|
Chevrolet Malibu 0.0000 0.0000 0.0000 216 |
|
Chevrolet Silverado 1500 0.3789 0.1674 0.2323 215 |
|
Chevrolet Silverado 2500HD 0.4362 0.1898 0.2645 216 |
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Chevrolet Sonic 0.5350 0.4954 0.5144 216 |
|
Chevrolet Spark 0.2318 0.9628 0.3736 215 |
|
Chevrolet Suburban 0.3784 0.3907 0.3844 215 |
|
Chevrolet Tahoe 0.3099 0.5116 0.3860 215 |
|
Chevrolet TrailBlazer 0.3604 0.8465 0.5056 215 |
|
Chevrolet Traverse 0.4791 0.5860 0.5272 215 |
|
Chevrolet Trax 0.7421 0.8657 0.7991 216 |
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Chevrolet Volt 0.9219 0.2744 0.4229 215 |
|
Chrysler 300 0.6300 0.2930 0.4000 215 |
|
Chrysler Pacifica 0.9184 0.4167 0.5732 216 |
|
Dodge Challenger 0.7313 0.2279 0.3475 215 |
|
Dodge Charger 0.4000 0.0093 0.0181 216 |
|
Dodge Durango 0.5669 0.4120 0.4772 216 |
|
Dodge Grand Caravan 0.5013 0.8796 0.6387 216 |
|
Dodge Journey 0.5893 0.6140 0.6014 215 |
|
FIAT 124 Spider 0.4158 0.8796 0.5646 216 |
|
FIAT 500 0.6842 0.0602 0.1106 216 |
|
FIAT 500L 0.5514 0.8977 0.6832 215 |
|
FIAT 500X 0.5733 0.8148 0.6730 216 |
|
FIAT 500e 0.4207 1.0000 0.5923 215 |
|
Ferrari 488 GTB 0.3398 0.8102 0.4788 216 |
|
Ferrari GTC4Lusso 1.0000 1.0000 1.0000 216 |
|
Ferrari Portofino 0.9908 1.0000 0.9954 215 |
|
Ford Ecosport 0.5683 0.9630 0.7148 216 |
|
Ford Edge 0.0000 0.0000 0.0000 216 |
|
Ford Escape 1.0000 0.0231 0.0452 216 |
|
Ford Expedition 0.3521 0.5535 0.4304 215 |
|
Ford Explorer 0.6852 0.1713 0.2741 216 |
|
Ford F-150 0.2727 0.0278 0.0504 216 |
|
Ford Fiesta 0.4196 0.2186 0.2875 215 |
|
Ford Flex 0.6220 0.7116 0.6638 215 |
|
Ford Fusion 0.3093 0.1395 0.1923 215 |
|
Ford Mustang 0.7778 0.0324 0.0622 216 |
|
Ford Ranger 0.5311 0.6713 0.5930 216 |
|
Ford Super Duty F-250 0.6667 0.0185 0.0360 216 |
|
Ford Taurus 0.7705 0.4352 0.5562 216 |
|
Ford Transit Connect Wagon 0.7590 0.8791 0.8147 215 |
|
GMC Acadia 0.3994 0.5814 0.4735 215 |
|
GMC Canyon 0.3415 0.4558 0.3904 215 |
|
GMC Sierra 1500 0.1926 0.3163 0.2394 215 |
|
GMC Sierra 2500HD 0.1786 0.7535 0.2888 215 |
|
GMC Terrain 0.8649 0.1481 0.2530 216 |
|
GMC Yukon 0.3434 0.6296 0.4444 216 |
|
Genesis G70 0.8442 0.7814 0.8116 215 |
|
Genesis G80 0.3664 0.6698 0.4737 215 |
|
Genesis G90 0.5082 0.4306 0.4662 216 |
|
Honda Accord 0.1935 0.1111 0.1412 216 |
|
Honda CR-V 0.4971 0.3981 0.4422 216 |
|
Honda Civic 0.3043 0.0326 0.0588 215 |
|
Honda Clarity 0.9746 0.5349 0.6907 215 |
|
Honda Fit 0.3835 0.2361 0.2923 216 |
|
Honda HR-V 0.8671 0.5741 0.6908 216 |
|
Honda Insight 0.9180 0.2593 0.4043 216 |
|
Honda Odyssey 0.3667 0.5628 0.4440 215 |
|
Honda Passport 0.3368 0.8889 0.4885 216 |
|
Honda Pilot 0.9333 0.0648 0.1212 216 |
|
Honda Ridgeline 0.3371 0.2744 0.3026 215 |
|
Hyundai Accent 0.2125 0.6465 0.3199 215 |
|
Hyundai Elantra 0.1250 0.0046 0.0089 216 |
|
Hyundai Ioniq 0.6224 0.4120 0.4958 216 |
|
Hyundai Kona 0.6622 0.9209 0.7704 215 |
|
Hyundai Kona Electric 0.6761 1.0000 0.8068 215 |
|
Hyundai NEXO 0.9730 1.0000 0.9863 216 |
|
Hyundai Palisade 0.7967 0.9074 0.8485 216 |
|
Hyundai Santa Fe 0.6939 0.1581 0.2576 215 |
|
Hyundai Sonata 0.4839 0.1395 0.2166 215 |
|
Hyundai Tucson 0.7143 0.0698 0.1271 215 |
|
Hyundai Veloster 0.5323 0.6111 0.5690 216 |
|
Hyundai Venue 0.6901 1.0000 0.8166 216 |
|
INFINITI Q50 0.5172 0.0694 0.1224 216 |
|
INFINITI Q60 0.4184 0.6558 0.5109 215 |
|
INFINITI Q70 0.1514 0.9256 0.2603 215 |
|
INFINITI QX30 0.6375 0.9769 0.7715 216 |
|
INFINITI QX50 0.8554 0.3287 0.4749 216 |
|
INFINITI QX60 0.8133 0.2824 0.4192 216 |
|
INFINITI QX80 0.8313 0.6389 0.7225 216 |
|
Jaguar E-Pace 0.8249 0.6791 0.7449 215 |
|
Jaguar F-Pace 0.9722 0.3241 0.4861 216 |
|
Jaguar F-Type 0.9200 0.1070 0.1917 215 |
|
Jaguar I-Pace 0.9400 0.2186 0.3547 215 |
|
Jaguar XE 0.8732 0.2884 0.4336 215 |
|
Jaguar XF 0.7500 0.0278 0.0536 216 |
|
Jaguar XJ 0.7193 0.1898 0.3004 216 |
|
Jeep Cherokee 0.3988 0.5926 0.4767 216 |
|
Jeep Compass 0.5580 0.4676 0.5088 216 |
|
Jeep Gladiator 0.6467 1.0000 0.7855 216 |
|
Jeep Grand Cherokee 0.6818 0.2093 0.3203 215 |
|
Jeep Renegade 0.7143 0.8837 0.7900 215 |
|
Jeep Wrangler 0.6142 0.9213 0.7370 216 |
|
Kia Cadenza 0.2993 0.6279 0.4054 215 |
|
Kia Forte 0.1367 0.3256 0.1926 215 |
|
Kia K900 0.6049 0.6806 0.6405 216 |
|
Kia Niro 0.5376 0.2326 0.3247 215 |
|
Kia Optima 0.5604 0.2361 0.3322 216 |
|
Kia Rio 0.2247 0.3796 0.2823 216 |
|
Kia Sedona 0.4957 0.5324 0.5134 216 |
|
Kia Sorento 1.0000 0.0370 0.0714 216 |
|
Kia Soul 0.6667 0.0741 0.1333 216 |
|
Kia Soul EV 0.5417 0.9674 0.6945 215 |
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Kia Sportage 0.3115 0.6389 0.4188 216 |
|
Kia Stinger 0.9847 0.5972 0.7435 216 |
|
Kia Telluride 0.5405 0.7442 0.6262 215 |
|
Lamborghini Aventador 0.5683 0.9674 0.7160 215 |
|
Lamborghini Huracan 0.3926 0.7395 0.5129 215 |
|
Lamborghini Urus 0.3931 1.0000 0.5643 215 |
|
Land Rover Defender 0.3318 1.0000 0.4983 215 |
|
Land Rover Discovery 0.9655 0.1296 0.2286 216 |
|
Land Rover Discovery Sport 0.7205 0.5370 0.6154 216 |
|
Land Rover Range Rover 0.4103 0.1488 0.2184 215 |
|
Land Rover Range Rover Evoque 0.9375 0.0694 0.1293 216 |
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Land Rover Range Rover Sport 0.3478 0.0372 0.0672 215 |
|
Land Rover Range Rover Velar 0.9512 0.3611 0.5235 216 |
|
Lexus ES 0.1765 0.0556 0.0845 216 |
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Lexus GS 0.5462 0.3023 0.3892 215 |
|
Lexus GX 0.6920 0.7593 0.7241 216 |
|
Lexus IS 0.4199 0.3535 0.3838 215 |
|
Lexus LC 0.6290 0.7222 0.6724 216 |
|
Lexus LS 0.3276 0.5302 0.4050 215 |
|
Lexus LX 0.4872 0.0880 0.1490 216 |
|
Lexus NX 0.4679 0.7083 0.5635 216 |
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Lexus RC 0.5000 0.0694 0.1220 216 |
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Lexus RX 0.6690 0.4491 0.5374 216 |
|
Lexus UX 1.0000 0.5023 0.6687 215 |
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Lincoln Aviator 0.5843 0.4815 0.5279 216 |
|
Lincoln Continental 0.7971 0.5093 0.6215 216 |
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Lincoln Corsair 0.5142 0.9256 0.6611 215 |
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Lincoln MKC 0.2872 0.7870 0.4208 216 |
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Lincoln MKT 0.8571 0.5023 0.6334 215 |
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Lincoln MKZ 0.7059 0.3889 0.5015 216 |
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Lincoln Nautilus 0.5358 0.8000 0.6418 215 |
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Lincoln Navigator 0.3876 0.3194 0.3503 216 |
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MINI Clubman 0.6781 0.7315 0.7038 216 |
|
MINI Cooper 0.5926 0.7407 0.6584 216 |
|
MINI Cooper Countryman 0.8052 0.5741 0.6703 216 |
|
Maserati Ghibli 0.3131 0.8102 0.4516 216 |
|
Maserati GranTurismo 0.5698 0.2279 0.3256 215 |
|
Maserati Levante 0.9760 0.7546 0.8512 216 |
|
Maserati Quattroporte 0.4448 0.6744 0.5360 215 |
|
Mazda CX-3 0.5099 0.8419 0.6351 215 |
|
Mazda CX-30 0.6785 0.9769 0.8008 216 |
|
Mazda CX-5 0.0000 0.0000 0.0000 215 |
|
Mazda CX-9 0.5435 0.4630 0.5000 216 |
|
Mazda MAZDA3 0.2593 0.0324 0.0576 216 |
|
Mazda MAZDA6 0.2965 0.5116 0.3754 215 |
|
Mazda MX-5 Miata 0.5645 0.1628 0.2527 215 |
|
Mazda Mazda3 Hatchback 0.9908 1.0000 0.9954 215 |
|
McLaren 570GT 0.9558 1.0000 0.9774 216 |
|
McLaren 570S 0.6857 1.0000 0.8136 216 |
|
McLaren 720S 0.4766 0.9444 0.6335 216 |
|
Mercedes-Benz A Class 0.7053 0.9861 0.8224 216 |
|
Mercedes-Benz AMG GT 0.6220 0.2372 0.3434 215 |
|
Mercedes-Benz C Class 0.3333 0.0047 0.0092 215 |
|
Mercedes-Benz CLA Class 1.0000 0.0370 0.0714 216 |
|
Mercedes-Benz CLS Class 0.3571 0.0231 0.0435 216 |
|
Mercedes-Benz E Class 0.3750 0.1111 0.1714 216 |
|
Mercedes-Benz EQC 0.7082 1.0000 0.8292 216 |
|
Mercedes-Benz G Class 0.6667 0.4722 0.5528 216 |
|
Mercedes-Benz GLA Class 0.6231 0.5741 0.5976 216 |
|
Mercedes-Benz GLB Class 0.3202 0.9814 0.4828 215 |
|
Mercedes-Benz GLC Class 0.7727 0.0787 0.1429 216 |
|
Mercedes-Benz GLE Class 0.4069 0.2731 0.3269 216 |
|
Mercedes-Benz GLS Class 0.5289 0.5926 0.5590 216 |
|
Mercedes-Benz Metris 0.7218 0.8930 0.7983 215 |
|
Mercedes-Benz S Class 0.3030 0.0465 0.0806 215 |
|
Mercedes-Benz SL Class 0.3945 0.5278 0.4515 216 |
|
Mercedes-Benz SLC Class 0.7891 0.5395 0.6409 215 |
|
Mitsubishi Eclipse Cross 0.5059 1.0000 0.6719 215 |
|
Mitsubishi Mirage 0.3225 0.4583 0.3786 216 |
|
Mitsubishi Outlander 0.5802 0.2176 0.3165 216 |
|
Mitsubishi Outlander Sport 0.3775 0.5278 0.4402 216 |
|
Nissan 370Z 0.7670 0.3657 0.4953 216 |
|
Nissan Altima 0.2679 0.3488 0.3030 215 |
|
Nissan Armada 0.6036 0.4744 0.5312 215 |
|
Nissan Frontier 0.4723 0.5926 0.5257 216 |
|
Nissan GT-R 0.5682 0.1163 0.1931 215 |
|
Nissan Kicks 0.5139 0.9398 0.6645 216 |
|
Nissan Leaf 0.6066 0.1721 0.2681 215 |
|
Nissan Maxima 0.5615 0.6791 0.6147 215 |
|
Nissan Murano 0.9365 0.2744 0.4245 215 |
|
Nissan NV200 0.7007 0.9861 0.8192 216 |
|
Nissan Pathfinder 0.4923 0.1481 0.2278 216 |
|
Nissan Rogue 0.5436 0.3750 0.4438 216 |
|
Nissan Rogue Sport 0.8427 0.3472 0.4918 216 |
|
Nissan Sentra 0.3333 0.0326 0.0593 215 |
|
Nissan Titan 0.2963 0.0370 0.0658 216 |
|
Nissan Versa 0.2195 0.2500 0.2338 216 |
|
Porsche 718 0.2158 0.8884 0.3473 215 |
|
Porsche 718 Spyder 0.9558 1.0000 0.9774 216 |
|
Porsche 911 0.7222 0.1806 0.2889 216 |
|
Porsche Cayenne 0.8767 0.2963 0.4429 216 |
|
Porsche Macan 1.0000 0.3674 0.5374 215 |
|
Porsche Panamera 0.5926 0.0744 0.1322 215 |
|
Porsche Taycan 0.4136 0.8750 0.5617 216 |
|
Ram 1500 0.2322 0.6343 0.3400 216 |
|
Ram 2500 0.4470 0.4491 0.4480 216 |
|
Rolls-Royce Cullinan 0.8000 1.0000 0.8889 216 |
|
Rolls-Royce Dawn 0.5803 0.9581 0.7228 215 |
|
Rolls-Royce Ghost 0.3653 0.7628 0.4940 215 |
|
Rolls-Royce Phantom 0.4726 0.9167 0.6236 216 |
|
Rolls-Royce Wraith 0.9209 0.9209 0.9209 215 |
|
Subaru Ascent 0.5567 0.7767 0.6485 215 |
|
Subaru BRZ 0.7280 0.4233 0.5353 215 |
|
Subaru Crosstrek 0.8630 0.2930 0.4375 215 |
|
Subaru Forester 0.5315 0.3519 0.4234 216 |
|
Subaru Impreza 0.0000 0.0000 0.0000 216 |
|
Subaru Legacy 0.2667 0.0186 0.0348 215 |
|
Subaru Outback 0.4647 0.5787 0.5155 216 |
|
Subaru STI S209 1.0000 1.0000 1.0000 215 |
|
Subaru WRX 0.3849 0.4491 0.4145 216 |
|
Tesla Model 3 0.7588 0.8009 0.7793 216 |
|
Tesla Model S 0.9024 0.1713 0.2879 216 |
|
Tesla Model X 0.7866 0.9213 0.8486 216 |
|
Tesla Model Y 0.9038 1.0000 0.9495 216 |
|
Toyota 4Runner 0.4072 0.5814 0.4789 215 |
|
Toyota 86 0.6052 0.9722 0.7460 216 |
|
Toyota Avalon 0.6479 0.4279 0.5154 215 |
|
Toyota C-HR 0.7404 0.8093 0.7733 215 |
|
Toyota Camry 0.2031 0.4213 0.2741 216 |
|
Toyota Corolla 0.4688 0.0698 0.1215 215 |
|
Toyota Highlander 0.5000 0.1302 0.2066 215 |
|
Toyota Land Cruiser 0.3343 0.5116 0.4044 215 |
|
Toyota Mirai 0.5677 0.9120 0.6998 216 |
|
Toyota Prius 0.7000 0.1620 0.2632 216 |
|
Toyota Prius C 0.2579 0.7593 0.3850 216 |
|
Toyota RAV4 0.5455 0.0556 0.1008 216 |
|
Toyota Sequoia 0.4929 0.4837 0.4883 215 |
|
Toyota Sienna 0.4984 0.7176 0.5882 216 |
|
Toyota Supra 0.3248 0.8796 0.4744 216 |
|
Toyota Tacoma 0.4930 0.1628 0.2448 215 |
|
Toyota Tundra 0.3056 0.0512 0.0876 215 |
|
Toyota Yaris 0.1774 0.1023 0.1298 215 |
|
Toyota Yaris Hatchback 0.9863 1.0000 0.9931 216 |
|
Volkswagen Arteon 0.5387 1.0000 0.7002 216 |
|
Volkswagen Atlas 0.8925 0.3860 0.5390 215 |
|
Volkswagen Beetle 0.6857 0.6667 0.6761 216 |
|
Volkswagen Golf 0.3939 0.1209 0.1851 215 |
|
Volkswagen Jetta 0.1818 0.0558 0.0854 215 |
|
Volkswagen Passat 1.0000 0.0093 0.0184 215 |
|
Volkswagen Tiguan 1.0000 0.1898 0.3191 216 |
|
Volkswagen e-Golf 0.4703 0.9537 0.6300 216 |
|
Volvo S60 0.0000 0.0000 0.0000 215 |
|
Volvo S90 0.7347 0.1667 0.2717 216 |
|
Volvo V60 0.8182 0.1667 0.2769 216 |
|
Volvo V90 0.5438 0.8333 0.6581 216 |
|
Volvo XC40 0.8549 0.7639 0.8068 216 |
|
Volvo XC60 0.5568 0.2269 0.3224 216 |
|
Volvo XC90 0.8116 0.2593 0.3930 216 |
|
smart fortwo 0.5714 0.1860 0.2807 215 |
|
|
|
accuracy 0.4901 69639 |
|
macro avg 0.5761 0.4901 0.4513 69639 |
|
weighted avg 0.5761 0.4901 0.4513 69639 |
|
``` |
