|
--- |
|
license: apache-2.0 |
|
metrics: |
|
- accuracy |
|
- f1 |
|
base_model: |
|
- google/vit-base-patch16-224-in21k |
|
--- |
|
Returns car brand with about 34% accuracy given on an image. |
|
|
|
See https://www.kaggle.com/code/dima806/car-models-image-detection-vit for details. |
|
|
|
``` |
|
Accuracy: 0.3404 |
|
F1 Score: 0.3000 |
|
|
|
Classification report: |
|
|
|
precision recall f1-score support |
|
|
|
Acura ILX 0.1393 0.5721 0.2240 215 |
|
Acura MDX 0.4091 0.2512 0.3112 215 |
|
Acura NSX 0.7188 0.2130 0.3286 216 |
|
Acura RDX 0.5800 0.1343 0.2180 216 |
|
Acura RLX 0.4286 0.0417 0.0759 216 |
|
Acura TLX 0.2637 0.5163 0.3491 215 |
|
Alfa Romeo 4C 0.4490 0.7546 0.5630 216 |
|
Alfa Romeo 4C Spider 0.3819 1.0000 0.5527 215 |
|
Alfa Romeo Giulia 0.1831 0.5231 0.2713 216 |
|
Alfa Romeo Stelvio 0.9080 0.3657 0.5215 216 |
|
Aston Martin DB11 0.2920 0.7731 0.4239 216 |
|
Aston Martin DBS 0.6436 0.3009 0.4101 216 |
|
Aston Martin Vanquish 0.8276 0.2222 0.3504 216 |
|
Aston Martin Vantage 0.3529 0.2500 0.2927 216 |
|
Audi A3 0.3462 0.0417 0.0744 216 |
|
Audi A4 0.3448 0.1389 0.1980 216 |
|
Audi A5 0.2388 0.3935 0.2972 216 |
|
Audi A6 0.1243 0.3209 0.1792 215 |
|
Audi A7 0.0000 0.0000 0.0000 215 |
|
Audi A8 0.2114 0.1713 0.1893 216 |
|
Audi Q3 0.6476 0.3163 0.4250 215 |
|
Audi Q5 0.3161 0.5395 0.3986 215 |
|
Audi Q7 0.5250 0.2917 0.3750 216 |
|
Audi Q8 0.2596 0.5674 0.3562 215 |
|
Audi R8 0.4694 0.1070 0.1742 215 |
|
Audi TT 0.2827 0.2500 0.2654 216 |
|
Audi e-tron 0.8424 0.6465 0.7316 215 |
|
BMW 2-Series 0.6429 0.0417 0.0783 216 |
|
BMW 3-Series 0.5333 0.0370 0.0693 216 |
|
BMW 4-Series 0.2059 0.2279 0.2163 215 |
|
BMW 5-Series 0.3509 0.0930 0.1471 215 |
|
BMW 6-Series 0.3333 0.0047 0.0092 215 |
|
BMW 7-Series 0.0599 0.6157 0.1092 216 |
|
BMW 8-Series 0.4774 0.7860 0.5940 215 |
|
BMW X1 0.6364 0.1620 0.2583 216 |
|
BMW X2 0.6410 0.1157 0.1961 216 |
|
BMW X3 0.6250 0.1620 0.2574 216 |
|
BMW X4 0.8000 0.0558 0.1043 215 |
|
BMW X5 0.7059 0.0556 0.1030 216 |
|
BMW X6 0.4000 0.0093 0.0181 216 |
|
BMW X7 0.4461 0.5581 0.4959 215 |
|
BMW Z4 0.3462 0.0417 0.0744 216 |
|
BMW i3 0.7826 0.4167 0.5438 216 |
|
BMW i8 0.5323 0.4605 0.4938 215 |
|
Bentley Bentayga 0.9474 0.2500 0.3956 216 |
|
Bentley Continental GT 0.2750 0.0509 0.0859 216 |
|
Bentley Flying Spur 0.6463 0.2465 0.3569 215 |
|
Bentley Mulsanne 0.2416 0.1667 0.1973 216 |
|
Buick Cascada 0.3696 0.7546 0.4962 216 |
|
Buick Enclave 0.6076 0.4444 0.5134 216 |
|
Buick Encore 0.6354 0.5674 0.5995 215 |
|
Buick Envision 0.3755 0.4000 0.3874 215 |
|
Buick Lacrosse 1.0000 0.0324 0.0628 216 |
|
Buick Regal 0.0000 0.0000 0.0000 215 |
|
Cadillac ATS 1.0000 0.0046 0.0092 216 |
|
Cadillac CT4 0.3228 1.0000 0.4881 215 |
|
Cadillac CT5 0.1964 1.0000 0.3283 216 |
|
Cadillac CT6 0.6349 0.1852 0.2867 216 |
|
Cadillac CTS 0.8000 0.0372 0.0711 215 |
|
Cadillac Escalade 0.5938 0.0884 0.1538 215 |
|
Cadillac XT4 0.4417 0.7546 0.5573 216 |
|
Cadillac XT5 0.3671 0.5880 0.4520 216 |
|
Cadillac XT6 0.5896 0.8380 0.6922 216 |
|
Cadillac XTS 0.2069 0.0837 0.1192 215 |
|
Chevrolet Blazer 0.8689 0.4930 0.6291 215 |
|
Chevrolet Bolt EV 0.3465 0.6898 0.4613 216 |
|
Chevrolet Camaro 0.8947 0.0787 0.1447 216 |
|
Chevrolet Colorado 0.0000 0.0000 0.0000 216 |
|
Chevrolet Corvette 0.5443 0.2000 0.2925 215 |
|
Chevrolet Cruze 0.5610 0.1070 0.1797 215 |
|
Chevrolet Equinox 0.2949 0.2140 0.2480 215 |
|
Chevrolet Impala 0.4378 0.4074 0.4221 216 |
|
Chevrolet Malibu 0.0000 0.0000 0.0000 215 |
|
Chevrolet Silverado 1500 0.1021 0.3349 0.1565 215 |
|
Chevrolet Silverado 2500HD 0.2949 0.2130 0.2473 216 |
|
Chevrolet Sonic 0.5690 0.3056 0.3976 216 |
|
Chevrolet Spark 0.4671 0.6250 0.5347 216 |
|
Chevrolet Suburban 0.1386 0.5185 0.2188 216 |
|
Chevrolet Tahoe 0.1659 0.3302 0.2208 215 |
|
Chevrolet TrailBlazer 0.2552 0.7407 0.3796 216 |
|
Chevrolet Traverse 0.2794 0.3194 0.2981 216 |
|
Chevrolet Trax 0.5299 0.5741 0.5511 216 |
|
Chevrolet Volt 0.6984 0.2047 0.3165 215 |
|
Chrysler 300 0.9615 0.1157 0.2066 216 |
|
Chrysler Pacifica 0.7174 0.1535 0.2529 215 |
|
Dodge Challenger 1.0000 0.0417 0.0800 216 |
|
Dodge Charger 0.0000 0.0000 0.0000 215 |
|
Dodge Durango 0.3143 0.1535 0.2063 215 |
|
Dodge Grand Caravan 0.3579 0.7907 0.4928 215 |
|
Dodge Journey 0.3966 0.1065 0.1679 216 |
|
FIAT 124 Spider 0.5651 0.7037 0.6268 216 |
|
FIAT 500 0.5395 0.1907 0.2818 215 |
|
FIAT 500L 0.2594 0.9023 0.4029 215 |
|
FIAT 500X 0.2998 0.8009 0.4363 216 |
|
FIAT 500e 0.8088 0.7639 0.7857 216 |
|
Ferrari 488 GTB 0.1472 0.8796 0.2522 216 |
|
Ferrari GTC4Lusso 0.5795 1.0000 0.7338 215 |
|
Ferrari Portofino 0.6353 1.0000 0.7770 216 |
|
Ford Ecosport 0.4128 0.8698 0.5599 215 |
|
Ford Edge 0.0000 0.0000 0.0000 216 |
|
Ford Escape 0.5000 0.0046 0.0092 216 |
|
Ford Expedition 0.6667 0.0558 0.1030 215 |
|
Ford Explorer 0.0000 0.0000 0.0000 215 |
|
Ford F-150 0.0000 0.0000 0.0000 215 |
|
Ford Fiesta 0.3200 0.0741 0.1203 216 |
|
Ford Flex 0.3341 0.6419 0.4395 215 |
|
Ford Fusion 0.5769 0.0694 0.1240 216 |
|
Ford Mustang 0.0000 0.0000 0.0000 216 |
|
Ford Ranger 0.3275 0.6140 0.4272 215 |
|
Ford Super Duty F-250 0.1013 0.6991 0.1770 216 |
|
Ford Taurus 0.2807 0.0741 0.1172 216 |
|
Ford Transit Connect Wagon 0.7360 0.4259 0.5396 216 |
|
GMC Acadia 0.9070 0.3611 0.5166 216 |
|
GMC Canyon 0.1818 0.0093 0.0177 215 |
|
GMC Sierra 1500 0.0784 0.1111 0.0920 216 |
|
GMC Sierra 2500HD 0.0000 0.0000 0.0000 216 |
|
GMC Terrain 0.5263 0.1395 0.2206 215 |
|
GMC Yukon 0.4078 0.1944 0.2633 216 |
|
Genesis G70 0.6552 0.4398 0.5263 216 |
|
Genesis G80 0.3200 0.2977 0.3084 215 |
|
Genesis G90 0.1914 0.3721 0.2528 215 |
|
Honda Accord 0.0000 0.0000 0.0000 216 |
|
Honda CR-V 0.3704 0.2315 0.2849 216 |
|
Honda Civic 0.1000 0.0046 0.0088 216 |
|
Honda Clarity 0.4762 0.4167 0.4444 216 |
|
Honda Fit 0.4583 0.2558 0.3284 215 |
|
Honda HR-V 0.7719 0.6111 0.6822 216 |
|
Honda Insight 0.2643 0.4074 0.3206 216 |
|
Honda Odyssey 0.2568 0.1767 0.2094 215 |
|
Honda Passport 0.1406 0.9213 0.2440 216 |
|
Honda Pilot 0.3000 0.0419 0.0735 215 |
|
Honda Ridgeline 0.4706 0.1111 0.1798 216 |
|
Hyundai Accent 0.2197 0.3628 0.2737 215 |
|
Hyundai Elantra 0.1538 0.0093 0.0175 216 |
|
Hyundai Ioniq 0.7455 0.1898 0.3026 216 |
|
Hyundai Kona 0.5130 0.8233 0.6321 215 |
|
Hyundai Kona Electric 0.3306 0.7628 0.4613 215 |
|
Hyundai NEXO 0.2947 1.0000 0.4552 216 |
|
Hyundai Palisade 0.2888 0.6140 0.3929 215 |
|
Hyundai Santa Fe 0.0000 0.0000 0.0000 216 |
|
Hyundai Sonata 0.1091 0.3009 0.1601 216 |
|
Hyundai Tucson 0.6047 0.2419 0.3455 215 |
|
Hyundai Veloster 0.3387 0.2930 0.3142 215 |
|
Hyundai Venue 0.3045 0.9769 0.4642 216 |
|
INFINITI Q50 0.6154 0.0370 0.0699 216 |
|
INFINITI Q60 0.5870 0.1250 0.2061 216 |
|
INFINITI Q70 0.1102 0.8750 0.1958 216 |
|
INFINITI QX30 0.5238 0.8657 0.6527 216 |
|
INFINITI QX50 0.5522 0.1721 0.2624 215 |
|
INFINITI QX60 0.4774 0.4398 0.4578 216 |
|
INFINITI QX80 0.7260 0.4907 0.5856 216 |
|
Jaguar E-Pace 0.1755 0.3535 0.2346 215 |
|
Jaguar F-Pace 0.9400 0.2176 0.3534 216 |
|
Jaguar F-Type 0.1894 0.1157 0.1437 216 |
|
Jaguar I-Pace 0.8478 0.1814 0.2989 215 |
|
Jaguar XE 0.7333 0.1019 0.1789 216 |
|
Jaguar XF 0.0000 0.0000 0.0000 216 |
|
Jaguar XJ 0.2500 0.0512 0.0849 215 |
|
Jeep Cherokee 0.5226 0.4815 0.5012 216 |
|
Jeep Compass 0.1935 0.3056 0.2370 216 |
|
Jeep Gladiator 0.8757 0.7500 0.8080 216 |
|
Jeep Grand Cherokee 0.4211 0.0370 0.0681 216 |
|
Jeep Renegade 0.8403 0.4630 0.5970 216 |
|
Jeep Wrangler 0.3316 0.9116 0.4864 215 |
|
Kia Cadenza 0.4069 0.4372 0.4215 215 |
|
Kia Forte 0.1338 0.0880 0.1061 216 |
|
Kia K900 0.8387 0.4815 0.6118 216 |
|
Kia Niro 1.0000 0.0046 0.0092 216 |
|
Kia Optima 0.3784 0.0651 0.1111 215 |
|
Kia Rio 0.2743 0.2222 0.2455 216 |
|
Kia Sedona 0.4331 0.3148 0.3646 216 |
|
Kia Sorento 0.4815 0.0605 0.1074 215 |
|
Kia Soul 0.6765 0.1070 0.1847 215 |
|
Kia Soul EV 0.2524 0.9722 0.4008 216 |
|
Kia Sportage 0.6129 0.2639 0.3689 216 |
|
Kia Stinger 0.3503 0.7023 0.4675 215 |
|
Kia Telluride 0.3821 0.2176 0.2773 216 |
|
Lamborghini Aventador 0.5836 0.7593 0.6600 216 |
|
Lamborghini Huracan 0.2722 0.4398 0.3363 216 |
|
Lamborghini Urus 0.6667 0.7685 0.7140 216 |
|
Land Rover Defender 0.5070 0.8426 0.6330 216 |
|
Land Rover Discovery 0.6250 0.0926 0.1613 216 |
|
Land Rover Discovery Sport 0.5707 0.4861 0.5250 216 |
|
Land Rover Range Rover 0.1545 0.0884 0.1124 215 |
|
Land Rover Range Rover Evoque 0.8462 0.1023 0.1826 215 |
|
Land Rover Range Rover Sport 0.7143 0.0231 0.0448 216 |
|
Land Rover Range Rover Velar 0.6646 0.4954 0.5676 216 |
|
Lexus ES 0.1111 0.0139 0.0247 216 |
|
Lexus GS 0.5000 0.1395 0.2182 215 |
|
Lexus GX 0.3678 0.5628 0.4449 215 |
|
Lexus IS 0.0992 0.2930 0.1482 215 |
|
Lexus LC 0.5000 0.3148 0.3864 216 |
|
Lexus LS 0.0000 0.0000 0.0000 216 |
|
Lexus LX 0.0000 0.0000 0.0000 215 |
|
Lexus NX 0.8696 0.3704 0.5195 216 |
|
Lexus RC 0.2909 0.0741 0.1181 216 |
|
Lexus RX 0.8125 0.1209 0.2105 215 |
|
Lexus UX 0.7000 0.2930 0.4131 215 |
|
Lincoln Aviator 0.6915 0.3023 0.4207 215 |
|
Lincoln Continental 0.6875 0.0512 0.0952 215 |
|
Lincoln Corsair 0.3623 0.5602 0.4400 216 |
|
Lincoln MKC 0.8627 0.2037 0.3296 216 |
|
Lincoln MKT 0.6970 0.3194 0.4381 216 |
|
Lincoln MKZ 0.3043 0.0326 0.0588 215 |
|
Lincoln Nautilus 0.3206 0.5046 0.3921 216 |
|
Lincoln Navigator 0.2312 0.3721 0.2852 215 |
|
MINI Clubman 0.6890 0.5231 0.5947 216 |
|
MINI Cooper 0.5353 0.4213 0.4715 216 |
|
MINI Cooper Countryman 0.6667 0.1302 0.2179 215 |
|
Maserati Ghibli 0.2222 0.5953 0.3236 215 |
|
Maserati GranTurismo 0.8519 0.1065 0.1893 216 |
|
Maserati Levante 0.8156 0.5324 0.6443 216 |
|
Maserati Quattroporte 0.6341 0.3628 0.4615 215 |
|
Mazda CX-3 0.2207 0.7256 0.3384 215 |
|
Mazda CX-30 0.6224 0.9769 0.7604 216 |
|
Mazda CX-5 0.0000 0.0000 0.0000 216 |
|
Mazda CX-9 0.4857 0.3935 0.4348 216 |
|
Mazda MAZDA3 0.0000 0.0000 0.0000 215 |
|
Mazda MAZDA6 0.3074 0.3472 0.3261 216 |
|
Mazda MX-5 Miata 0.5843 0.2407 0.3410 216 |
|
Mazda Mazda3 Hatchback 0.9348 1.0000 0.9663 215 |
|
McLaren 570GT 0.8504 1.0000 0.9191 216 |
|
McLaren 570S 0.3502 1.0000 0.5187 215 |
|
McLaren 720S 0.4470 0.8009 0.5738 216 |
|
Mercedes-Benz A Class 0.2601 0.6528 0.3720 216 |
|
Mercedes-Benz AMG GT 0.2500 0.0186 0.0346 215 |
|
Mercedes-Benz C Class 0.0698 0.0139 0.0232 216 |
|
Mercedes-Benz CLA Class 0.7250 0.1349 0.2275 215 |
|
Mercedes-Benz CLS Class 0.4762 0.0930 0.1556 215 |
|
Mercedes-Benz E Class 0.0571 0.0186 0.0281 215 |
|
Mercedes-Benz EQC 0.7094 0.8704 0.7817 216 |
|
Mercedes-Benz G Class 0.5417 0.0602 0.1083 216 |
|
Mercedes-Benz GLA Class 0.6930 0.3657 0.4788 216 |
|
Mercedes-Benz GLB Class 0.3971 0.7628 0.5223 215 |
|
Mercedes-Benz GLC Class 1.0000 0.0047 0.0093 215 |
|
Mercedes-Benz GLE Class 0.0000 0.0000 0.0000 216 |
|
Mercedes-Benz GLS Class 0.6222 0.1296 0.2146 216 |
|
Mercedes-Benz Metris 0.9634 0.3657 0.5302 216 |
|
Mercedes-Benz S Class 0.0000 0.0000 0.0000 216 |
|
Mercedes-Benz SL Class 0.5971 0.3843 0.4676 216 |
|
Mercedes-Benz SLC Class 0.8022 0.3380 0.4756 216 |
|
Mitsubishi Eclipse Cross 0.2784 0.9769 0.4333 216 |
|
Mitsubishi Mirage 0.2303 0.6651 0.3421 215 |
|
Mitsubishi Outlander 0.0000 0.0000 0.0000 216 |
|
Mitsubishi Outlander Sport 0.4093 0.4074 0.4084 216 |
|
Nissan 370Z 0.1128 0.6435 0.1920 216 |
|
Nissan Altima 0.3250 0.1209 0.1763 215 |
|
Nissan Armada 0.0000 0.0000 0.0000 216 |
|
Nissan Frontier 0.1355 0.6372 0.2235 215 |
|
Nissan GT-R 0.2857 0.0093 0.0180 215 |
|
Nissan Kicks 0.9204 0.8565 0.8873 216 |
|
Nissan Leaf 0.2500 0.0465 0.0784 215 |
|
Nissan Maxima 0.2308 0.5581 0.3265 215 |
|
Nissan Murano 0.2042 0.1814 0.1921 215 |
|
Nissan NV200 0.5025 0.9398 0.6548 216 |
|
Nissan Pathfinder 0.6667 0.0370 0.0702 216 |
|
Nissan Rogue 0.3878 0.0880 0.1434 216 |
|
Nissan Rogue Sport 0.4593 0.4465 0.4528 215 |
|
Nissan Sentra 0.6667 0.0463 0.0866 216 |
|
Nissan Titan 0.1667 0.0093 0.0175 216 |
|
Nissan Versa 0.4186 0.0833 0.1390 216 |
|
Porsche 718 0.4781 0.5581 0.5150 215 |
|
Porsche 718 Spyder 0.8213 1.0000 0.9019 216 |
|
Porsche 911 0.3651 0.1065 0.1649 216 |
|
Porsche Cayenne 1.0000 0.0372 0.0717 215 |
|
Porsche Macan 0.7667 0.1065 0.1870 216 |
|
Porsche Panamera 0.3429 0.0558 0.0960 215 |
|
Porsche Taycan 0.2551 0.7581 0.3817 215 |
|
Ram 1500 0.0000 0.0000 0.0000 216 |
|
Ram 2500 0.0000 0.0000 0.0000 216 |
|
Rolls-Royce Cullinan 0.4173 0.9583 0.5815 216 |
|
Rolls-Royce Dawn 0.4120 0.9537 0.5754 216 |
|
Rolls-Royce Ghost 0.5309 0.2000 0.2905 215 |
|
Rolls-Royce Phantom 0.2387 0.6651 0.3514 215 |
|
Rolls-Royce Wraith 0.5190 0.7628 0.6177 215 |
|
Subaru Ascent 0.5846 0.3535 0.4406 215 |
|
Subaru BRZ 0.8571 0.0837 0.1525 215 |
|
Subaru Crosstrek 0.7097 0.1023 0.1789 215 |
|
Subaru Forester 0.3750 0.2361 0.2898 216 |
|
Subaru Impreza 0.0000 0.0000 0.0000 216 |
|
Subaru Legacy 0.0000 0.0000 0.0000 216 |
|
Subaru Outback 0.4533 0.1574 0.2337 216 |
|
Subaru STI S209 0.9270 1.0000 0.9621 216 |
|
Subaru WRX 0.2716 0.2917 0.2812 216 |
|
Tesla Model 3 0.8165 0.4140 0.5494 215 |
|
Tesla Model S 0.3478 0.0741 0.1221 216 |
|
Tesla Model X 0.5739 0.6111 0.5919 216 |
|
Tesla Model Y 0.8640 1.0000 0.9270 216 |
|
Toyota 4Runner 0.8000 0.0185 0.0362 216 |
|
Toyota 86 0.3586 0.9256 0.5169 215 |
|
Toyota Avalon 0.1762 0.3287 0.2294 216 |
|
Toyota C-HR 0.8560 0.4977 0.6294 215 |
|
Toyota Camry 0.4333 0.0605 0.1061 215 |
|
Toyota Corolla 1.0000 0.0372 0.0717 215 |
|
Toyota Highlander 0.2712 0.0744 0.1168 215 |
|
Toyota Land Cruiser 0.1112 0.5787 0.1866 216 |
|
Toyota Mirai 0.4196 0.8333 0.5581 216 |
|
Toyota Prius 0.4777 0.3488 0.4032 215 |
|
Toyota Prius C 0.2899 0.5581 0.3816 215 |
|
Toyota RAV4 0.2830 0.0694 0.1115 216 |
|
Toyota Sequoia 0.4186 0.0833 0.1390 216 |
|
Toyota Sienna 0.2027 0.6296 0.3067 216 |
|
Toyota Supra 0.4062 0.7222 0.5200 216 |
|
Toyota Tacoma 0.6667 0.0093 0.0183 216 |
|
Toyota Tundra 0.0000 0.0000 0.0000 215 |
|
Toyota Yaris 0.5217 0.0558 0.1008 215 |
|
Toyota Yaris Hatchback 0.9000 1.0000 0.9474 216 |
|
Volkswagen Arteon 0.6405 0.7176 0.6769 216 |
|
Volkswagen Atlas 1.0000 0.2407 0.3881 216 |
|
Volkswagen Beetle 0.4050 0.2279 0.2917 215 |
|
Volkswagen Golf 0.1796 0.1395 0.1571 215 |
|
Volkswagen Jetta 0.1818 0.0093 0.0177 215 |
|
Volkswagen Passat 0.5000 0.0093 0.0182 216 |
|
Volkswagen Tiguan 1.0000 0.0047 0.0093 215 |
|
Volkswagen e-Golf 0.4935 0.6991 0.5785 216 |
|
Volvo S60 0.0278 0.0047 0.0080 215 |
|
Volvo S90 0.7917 0.0880 0.1583 216 |
|
Volvo V60 1.0000 0.0185 0.0364 216 |
|
Volvo V90 0.7083 0.4722 0.5667 216 |
|
Volvo XC40 0.7442 0.5926 0.6598 216 |
|
Volvo XC60 1.0000 0.0930 0.1702 215 |
|
Volvo XC90 0.4146 0.2361 0.3009 216 |
|
smart fortwo 0.6875 0.2037 0.3143 216 |
|
|
|
accuracy 0.3404 69639 |
|
macro avg 0.4505 0.3404 0.3000 69639 |
|
weighted avg 0.4505 0.3404 0.3001 69639 |
|
``` |
|
|
