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dima806
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car_models_image_detection

Image Classification
Transformers
Safetensors
vit
Model card Files
xet
Community
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@@ -6,343 +6,343 @@ metrics:
6
  base_model:
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  - google/vit-base-patch16-224-in21k
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  ---
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- Returns car brand with about 34% 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: 0.3404
15
- F1 Score: 0.3000
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  Classification report:
18
 
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  precision recall f1-score support
20
 
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- Acura ILX 0.1393 0.5721 0.2240 215
22
- Acura MDX 0.4091 0.2512 0.3112 215
23
- Acura NSX 0.7188 0.2130 0.3286 216
24
- Acura RDX 0.5800 0.1343 0.2180 216
25
- Acura RLX 0.4286 0.0417 0.0759 216
26
- Acura TLX 0.2637 0.5163 0.3491 215
27
- Alfa Romeo 4C 0.4490 0.7546 0.5630 216
28
- Alfa Romeo 4C Spider 0.3819 1.0000 0.5527 215
29
- Alfa Romeo Giulia 0.1831 0.5231 0.2713 216
30
- Alfa Romeo Stelvio 0.9080 0.3657 0.5215 216
31
- Aston Martin DB11 0.2920 0.7731 0.4239 216
32
- Aston Martin DBS 0.6436 0.3009 0.4101 216
33
- Aston Martin Vanquish 0.8276 0.2222 0.3504 216
34
- Aston Martin Vantage 0.3529 0.2500 0.2927 216
35
- Audi A3 0.3462 0.0417 0.0744 216
36
- Audi A4 0.3448 0.1389 0.1980 216
37
- Audi A5 0.2388 0.3935 0.2972 216
38
- Audi A6 0.1243 0.3209 0.1792 215
39
- Audi A7 0.0000 0.0000 0.0000 215
40
- Audi A8 0.2114 0.1713 0.1893 216
41
- Audi Q3 0.6476 0.3163 0.4250 215
42
- Audi Q5 0.3161 0.5395 0.3986 215
43
- Audi Q7 0.5250 0.2917 0.3750 216
44
- Audi Q8 0.2596 0.5674 0.3562 215
45
- Audi R8 0.4694 0.1070 0.1742 215
46
- Audi TT 0.2827 0.2500 0.2654 216
47
- Audi e-tron 0.8424 0.6465 0.7316 215
48
- BMW 2-Series 0.6429 0.0417 0.0783 216
49
- BMW 3-Series 0.5333 0.0370 0.0693 216
50
- BMW 4-Series 0.2059 0.2279 0.2163 215
51
- BMW 5-Series 0.3509 0.0930 0.1471 215
52
- BMW 6-Series 0.3333 0.0047 0.0092 215
53
- BMW 7-Series 0.0599 0.6157 0.1092 216
54
- BMW 8-Series 0.4774 0.7860 0.5940 215
55
- BMW X1 0.6364 0.1620 0.2583 216
56
- BMW X2 0.6410 0.1157 0.1961 216
57
- BMW X3 0.6250 0.1620 0.2574 216
58
- BMW X4 0.8000 0.0558 0.1043 215
59
- BMW X5 0.7059 0.0556 0.1030 216
60
- BMW X6 0.4000 0.0093 0.0181 216
61
- BMW X7 0.4461 0.5581 0.4959 215
62
- BMW Z4 0.3462 0.0417 0.0744 216
63
- BMW i3 0.7826 0.4167 0.5438 216
64
- BMW i8 0.5323 0.4605 0.4938 215
65
- Bentley Bentayga 0.9474 0.2500 0.3956 216
66
- Bentley Continental GT 0.2750 0.0509 0.0859 216
67
- Bentley Flying Spur 0.6463 0.2465 0.3569 215
68
- Bentley Mulsanne 0.2416 0.1667 0.1973 216
69
- Buick Cascada 0.3696 0.7546 0.4962 216
70
- Buick Enclave 0.6076 0.4444 0.5134 216
71
- Buick Encore 0.6354 0.5674 0.5995 215
72
- Buick Envision 0.3755 0.4000 0.3874 215
73
- Buick Lacrosse 1.0000 0.0324 0.0628 216
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- Buick Regal 0.0000 0.0000 0.0000 215
75
- Cadillac ATS 1.0000 0.0046 0.0092 216
76
- Cadillac CT4 0.3228 1.0000 0.4881 215
77
- Cadillac CT5 0.1964 1.0000 0.3283 216
78
- Cadillac CT6 0.6349 0.1852 0.2867 216
79
- Cadillac CTS 0.8000 0.0372 0.0711 215
80
- Cadillac Escalade 0.5938 0.0884 0.1538 215
81
- Cadillac XT4 0.4417 0.7546 0.5573 216
82
- Cadillac XT5 0.3671 0.5880 0.4520 216
83
- Cadillac XT6 0.5896 0.8380 0.6922 216
84
- Cadillac XTS 0.2069 0.0837 0.1192 215
85
- Chevrolet Blazer 0.8689 0.4930 0.6291 215
86
- Chevrolet Bolt EV 0.3465 0.6898 0.4613 216
87
- Chevrolet Camaro 0.8947 0.0787 0.1447 216
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- Chevrolet Colorado 0.0000 0.0000 0.0000 216
89
- Chevrolet Corvette 0.5443 0.2000 0.2925 215
90
- Chevrolet Cruze 0.5610 0.1070 0.1797 215
91
- Chevrolet Equinox 0.2949 0.2140 0.2480 215
92
- Chevrolet Impala 0.4378 0.4074 0.4221 216
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- Chevrolet Malibu 0.0000 0.0000 0.0000 215
94
- Chevrolet Silverado 1500 0.1021 0.3349 0.1565 215
95
- Chevrolet Silverado 2500HD 0.2949 0.2130 0.2473 216
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- Chevrolet Sonic 0.5690 0.3056 0.3976 216
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- Chevrolet Spark 0.4671 0.6250 0.5347 216
98
- Chevrolet Suburban 0.1386 0.5185 0.2188 216
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- Chevrolet Tahoe 0.1659 0.3302 0.2208 215
100
- Chevrolet TrailBlazer 0.2552 0.7407 0.3796 216
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- Chevrolet Traverse 0.2794 0.3194 0.2981 216
102
- Chevrolet Trax 0.5299 0.5741 0.5511 216
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- Chevrolet Volt 0.6984 0.2047 0.3165 215
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- Chrysler 300 0.9615 0.1157 0.2066 216
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- Chrysler Pacifica 0.7174 0.1535 0.2529 215
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- Dodge Challenger 1.0000 0.0417 0.0800 216
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- Dodge Charger 0.0000 0.0000 0.0000 215
108
- Dodge Durango 0.3143 0.1535 0.2063 215
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- Dodge Grand Caravan 0.3579 0.7907 0.4928 215
110
- Dodge Journey 0.3966 0.1065 0.1679 216
111
- FIAT 124 Spider 0.5651 0.7037 0.6268 216
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- FIAT 500 0.5395 0.1907 0.2818 215
113
- FIAT 500L 0.2594 0.9023 0.4029 215
114
- FIAT 500X 0.2998 0.8009 0.4363 216
115
- FIAT 500e 0.8088 0.7639 0.7857 216
116
- Ferrari 488 GTB 0.1472 0.8796 0.2522 216
117
- Ferrari GTC4Lusso 0.5795 1.0000 0.7338 215
118
- Ferrari Portofino 0.6353 1.0000 0.7770 216
119
- Ford Ecosport 0.4128 0.8698 0.5599 215
120
- Ford Edge 0.0000 0.0000 0.0000 216
121
- Ford Escape 0.5000 0.0046 0.0092 216
122
- Ford Expedition 0.6667 0.0558 0.1030 215
123
- Ford Explorer 0.0000 0.0000 0.0000 215
124
- Ford F-150 0.0000 0.0000 0.0000 215
125
- Ford Fiesta 0.3200 0.0741 0.1203 216
126
- Ford Flex 0.3341 0.6419 0.4395 215
127
- Ford Fusion 0.5769 0.0694 0.1240 216
128
- Ford Mustang 0.0000 0.0000 0.0000 216
129
- Ford Ranger 0.3275 0.6140 0.4272 215
130
- Ford Super Duty F-250 0.1013 0.6991 0.1770 216
131
- Ford Taurus 0.2807 0.0741 0.1172 216
132
- Ford Transit Connect Wagon 0.7360 0.4259 0.5396 216
133
- GMC Acadia 0.9070 0.3611 0.5166 216
134
- GMC Canyon 0.1818 0.0093 0.0177 215
135
- GMC Sierra 1500 0.0784 0.1111 0.0920 216
136
- GMC Sierra 2500HD 0.0000 0.0000 0.0000 216
137
- GMC Terrain 0.5263 0.1395 0.2206 215
138
- GMC Yukon 0.4078 0.1944 0.2633 216
139
- Genesis G70 0.6552 0.4398 0.5263 216
140
- Genesis G80 0.3200 0.2977 0.3084 215
141
- Genesis G90 0.1914 0.3721 0.2528 215
142
- Honda Accord 0.0000 0.0000 0.0000 216
143
- Honda CR-V 0.3704 0.2315 0.2849 216
144
- Honda Civic 0.1000 0.0046 0.0088 216
145
- Honda Clarity 0.4762 0.4167 0.4444 216
146
- Honda Fit 0.4583 0.2558 0.3284 215
147
- Honda HR-V 0.7719 0.6111 0.6822 216
148
- Honda Insight 0.2643 0.4074 0.3206 216
149
- Honda Odyssey 0.2568 0.1767 0.2094 215
150
- Honda Passport 0.1406 0.9213 0.2440 216
151
- Honda Pilot 0.3000 0.0419 0.0735 215
152
- Honda Ridgeline 0.4706 0.1111 0.1798 216
153
- Hyundai Accent 0.2197 0.3628 0.2737 215
154
- Hyundai Elantra 0.1538 0.0093 0.0175 216
155
- Hyundai Ioniq 0.7455 0.1898 0.3026 216
156
- Hyundai Kona 0.5130 0.8233 0.6321 215
157
- Hyundai Kona Electric 0.3306 0.7628 0.4613 215
158
- Hyundai NEXO 0.2947 1.0000 0.4552 216
159
- Hyundai Palisade 0.2888 0.6140 0.3929 215
160
- Hyundai Santa Fe 0.0000 0.0000 0.0000 216
161
- Hyundai Sonata 0.1091 0.3009 0.1601 216
162
- Hyundai Tucson 0.6047 0.2419 0.3455 215
163
- Hyundai Veloster 0.3387 0.2930 0.3142 215
164
- Hyundai Venue 0.3045 0.9769 0.4642 216
165
- INFINITI Q50 0.6154 0.0370 0.0699 216
166
- INFINITI Q60 0.5870 0.1250 0.2061 216
167
- INFINITI Q70 0.1102 0.8750 0.1958 216
168
- INFINITI QX30 0.5238 0.8657 0.6527 216
169
- INFINITI QX50 0.5522 0.1721 0.2624 215
170
- INFINITI QX60 0.4774 0.4398 0.4578 216
171
- INFINITI QX80 0.7260 0.4907 0.5856 216
172
- Jaguar E-Pace 0.1755 0.3535 0.2346 215
173
- Jaguar F-Pace 0.9400 0.2176 0.3534 216
174
- Jaguar F-Type 0.1894 0.1157 0.1437 216
175
- Jaguar I-Pace 0.8478 0.1814 0.2989 215
176
- Jaguar XE 0.7333 0.1019 0.1789 216
177
- Jaguar XF 0.0000 0.0000 0.0000 216
178
- Jaguar XJ 0.2500 0.0512 0.0849 215
179
- Jeep Cherokee 0.5226 0.4815 0.5012 216
180
- Jeep Compass 0.1935 0.3056 0.2370 216
181
- Jeep Gladiator 0.8757 0.7500 0.8080 216
182
- Jeep Grand Cherokee 0.4211 0.0370 0.0681 216
183
- Jeep Renegade 0.8403 0.4630 0.5970 216
184
- Jeep Wrangler 0.3316 0.9116 0.4864 215
185
- Kia Cadenza 0.4069 0.4372 0.4215 215
186
- Kia Forte 0.1338 0.0880 0.1061 216
187
- Kia K900 0.8387 0.4815 0.6118 216
188
- Kia Niro 1.0000 0.0046 0.0092 216
189
- Kia Optima 0.3784 0.0651 0.1111 215
190
- Kia Rio 0.2743 0.2222 0.2455 216
191
- Kia Sedona 0.4331 0.3148 0.3646 216
192
- Kia Sorento 0.4815 0.0605 0.1074 215
193
- Kia Soul 0.6765 0.1070 0.1847 215
194
- Kia Soul EV 0.2524 0.9722 0.4008 216
195
- Kia Sportage 0.6129 0.2639 0.3689 216
196
- Kia Stinger 0.3503 0.7023 0.4675 215
197
- Kia Telluride 0.3821 0.2176 0.2773 216
198
- Lamborghini Aventador 0.5836 0.7593 0.6600 216
199
- Lamborghini Huracan 0.2722 0.4398 0.3363 216
200
- Lamborghini Urus 0.6667 0.7685 0.7140 216
201
- Land Rover Defender 0.5070 0.8426 0.6330 216
202
- Land Rover Discovery 0.6250 0.0926 0.1613 216
203
- Land Rover Discovery Sport 0.5707 0.4861 0.5250 216
204
- Land Rover Range Rover 0.1545 0.0884 0.1124 215
205
- Land Rover Range Rover Evoque 0.8462 0.1023 0.1826 215
206
- Land Rover Range Rover Sport 0.7143 0.0231 0.0448 216
207
- Land Rover Range Rover Velar 0.6646 0.4954 0.5676 216
208
- Lexus ES 0.1111 0.0139 0.0247 216
209
- Lexus GS 0.5000 0.1395 0.2182 215
210
- Lexus GX 0.3678 0.5628 0.4449 215
211
- Lexus IS 0.0992 0.2930 0.1482 215
212
- Lexus LC 0.5000 0.3148 0.3864 216
213
- Lexus LS 0.0000 0.0000 0.0000 216
214
- Lexus LX 0.0000 0.0000 0.0000 215
215
- Lexus NX 0.8696 0.3704 0.5195 216
216
- Lexus RC 0.2909 0.0741 0.1181 216
217
- Lexus RX 0.8125 0.1209 0.2105 215
218
- Lexus UX 0.7000 0.2930 0.4131 215
219
- Lincoln Aviator 0.6915 0.3023 0.4207 215
220
- Lincoln Continental 0.6875 0.0512 0.0952 215
221
- Lincoln Corsair 0.3623 0.5602 0.4400 216
222
- Lincoln MKC 0.8627 0.2037 0.3296 216
223
- Lincoln MKT 0.6970 0.3194 0.4381 216
224
- Lincoln MKZ 0.3043 0.0326 0.0588 215
225
- Lincoln Nautilus 0.3206 0.5046 0.3921 216
226
- Lincoln Navigator 0.2312 0.3721 0.2852 215
227
- MINI Clubman 0.6890 0.5231 0.5947 216
228
- MINI Cooper 0.5353 0.4213 0.4715 216
229
- MINI Cooper Countryman 0.6667 0.1302 0.2179 215
230
- Maserati Ghibli 0.2222 0.5953 0.3236 215
231
- Maserati GranTurismo 0.8519 0.1065 0.1893 216
232
- Maserati Levante 0.8156 0.5324 0.6443 216
233
- Maserati Quattroporte 0.6341 0.3628 0.4615 215
234
- Mazda CX-3 0.2207 0.7256 0.3384 215
235
- Mazda CX-30 0.6224 0.9769 0.7604 216
236
- Mazda CX-5 0.0000 0.0000 0.0000 216
237
- Mazda CX-9 0.4857 0.3935 0.4348 216
238
- Mazda MAZDA3 0.0000 0.0000 0.0000 215
239
- Mazda MAZDA6 0.3074 0.3472 0.3261 216
240
- Mazda MX-5 Miata 0.5843 0.2407 0.3410 216
241
- Mazda Mazda3 Hatchback 0.9348 1.0000 0.9663 215
242
- McLaren 570GT 0.8504 1.0000 0.9191 216
243
- McLaren 570S 0.3502 1.0000 0.5187 215
244
- McLaren 720S 0.4470 0.8009 0.5738 216
245
- Mercedes-Benz A Class 0.2601 0.6528 0.3720 216
246
- Mercedes-Benz AMG GT 0.2500 0.0186 0.0346 215
247
- Mercedes-Benz C Class 0.0698 0.0139 0.0232 216
248
- Mercedes-Benz CLA Class 0.7250 0.1349 0.2275 215
249
- Mercedes-Benz CLS Class 0.4762 0.0930 0.1556 215
250
- Mercedes-Benz E Class 0.0571 0.0186 0.0281 215
251
- Mercedes-Benz EQC 0.7094 0.8704 0.7817 216
252
- Mercedes-Benz G Class 0.5417 0.0602 0.1083 216
253
- Mercedes-Benz GLA Class 0.6930 0.3657 0.4788 216
254
- Mercedes-Benz GLB Class 0.3971 0.7628 0.5223 215
255
- Mercedes-Benz GLC Class 1.0000 0.0047 0.0093 215
256
- Mercedes-Benz GLE Class 0.0000 0.0000 0.0000 216
257
- Mercedes-Benz GLS Class 0.6222 0.1296 0.2146 216
258
- Mercedes-Benz Metris 0.9634 0.3657 0.5302 216
259
- Mercedes-Benz S Class 0.0000 0.0000 0.0000 216
260
- Mercedes-Benz SL Class 0.5971 0.3843 0.4676 216
261
- Mercedes-Benz SLC Class 0.8022 0.3380 0.4756 216
262
- Mitsubishi Eclipse Cross 0.2784 0.9769 0.4333 216
263
- Mitsubishi Mirage 0.2303 0.6651 0.3421 215
264
- Mitsubishi Outlander 0.0000 0.0000 0.0000 216
265
- Mitsubishi Outlander Sport 0.4093 0.4074 0.4084 216
266
- Nissan 370Z 0.1128 0.6435 0.1920 216
267
- Nissan Altima 0.3250 0.1209 0.1763 215
268
- Nissan Armada 0.0000 0.0000 0.0000 216
269
- Nissan Frontier 0.1355 0.6372 0.2235 215
270
- Nissan GT-R 0.2857 0.0093 0.0180 215
271
- Nissan Kicks 0.9204 0.8565 0.8873 216
272
- Nissan Leaf 0.2500 0.0465 0.0784 215
273
- Nissan Maxima 0.2308 0.5581 0.3265 215
274
- Nissan Murano 0.2042 0.1814 0.1921 215
275
- Nissan NV200 0.5025 0.9398 0.6548 216
276
- Nissan Pathfinder 0.6667 0.0370 0.0702 216
277
- Nissan Rogue 0.3878 0.0880 0.1434 216
278
- Nissan Rogue Sport 0.4593 0.4465 0.4528 215
279
- Nissan Sentra 0.6667 0.0463 0.0866 216
280
- Nissan Titan 0.1667 0.0093 0.0175 216
281
- Nissan Versa 0.4186 0.0833 0.1390 216
282
- Porsche 718 0.4781 0.5581 0.5150 215
283
- Porsche 718 Spyder 0.8213 1.0000 0.9019 216
284
- Porsche 911 0.3651 0.1065 0.1649 216
285
- Porsche Cayenne 1.0000 0.0372 0.0717 215
286
- Porsche Macan 0.7667 0.1065 0.1870 216
287
- Porsche Panamera 0.3429 0.0558 0.0960 215
288
- Porsche Taycan 0.2551 0.7581 0.3817 215
289
- Ram 1500 0.0000 0.0000 0.0000 216
290
- Ram 2500 0.0000 0.0000 0.0000 216
291
- Rolls-Royce Cullinan 0.4173 0.9583 0.5815 216
292
- Rolls-Royce Dawn 0.4120 0.9537 0.5754 216
293
- Rolls-Royce Ghost 0.5309 0.2000 0.2905 215
294
- Rolls-Royce Phantom 0.2387 0.6651 0.3514 215
295
- Rolls-Royce Wraith 0.5190 0.7628 0.6177 215
296
- Subaru Ascent 0.5846 0.3535 0.4406 215
297
- Subaru BRZ 0.8571 0.0837 0.1525 215
298
- Subaru Crosstrek 0.7097 0.1023 0.1789 215
299
- Subaru Forester 0.3750 0.2361 0.2898 216
300
- Subaru Impreza 0.0000 0.0000 0.0000 216
301
- Subaru Legacy 0.0000 0.0000 0.0000 216
302
- Subaru Outback 0.4533 0.1574 0.2337 216
303
- Subaru STI S209 0.9270 1.0000 0.9621 216
304
- Subaru WRX 0.2716 0.2917 0.2812 216
305
- Tesla Model 3 0.8165 0.4140 0.5494 215
306
- Tesla Model S 0.3478 0.0741 0.1221 216
307
- Tesla Model X 0.5739 0.6111 0.5919 216
308
- Tesla Model Y 0.8640 1.0000 0.9270 216
309
- Toyota 4Runner 0.8000 0.0185 0.0362 216
310
- Toyota 86 0.3586 0.9256 0.5169 215
311
- Toyota Avalon 0.1762 0.3287 0.2294 216
312
- Toyota C-HR 0.8560 0.4977 0.6294 215
313
- Toyota Camry 0.4333 0.0605 0.1061 215
314
- Toyota Corolla 1.0000 0.0372 0.0717 215
315
- Toyota Highlander 0.2712 0.0744 0.1168 215
316
- Toyota Land Cruiser 0.1112 0.5787 0.1866 216
317
- Toyota Mirai 0.4196 0.8333 0.5581 216
318
- Toyota Prius 0.4777 0.3488 0.4032 215
319
- Toyota Prius C 0.2899 0.5581 0.3816 215
320
- Toyota RAV4 0.2830 0.0694 0.1115 216
321
- Toyota Sequoia 0.4186 0.0833 0.1390 216
322
- Toyota Sienna 0.2027 0.6296 0.3067 216
323
- Toyota Supra 0.4062 0.7222 0.5200 216
324
- Toyota Tacoma 0.6667 0.0093 0.0183 216
325
- Toyota Tundra 0.0000 0.0000 0.0000 215
326
- Toyota Yaris 0.5217 0.0558 0.1008 215
327
- Toyota Yaris Hatchback 0.9000 1.0000 0.9474 216
328
- Volkswagen Arteon 0.6405 0.7176 0.6769 216
329
- Volkswagen Atlas 1.0000 0.2407 0.3881 216
330
- Volkswagen Beetle 0.4050 0.2279 0.2917 215
331
- Volkswagen Golf 0.1796 0.1395 0.1571 215
332
- Volkswagen Jetta 0.1818 0.0093 0.0177 215
333
- Volkswagen Passat 0.5000 0.0093 0.0182 216
334
- Volkswagen Tiguan 1.0000 0.0047 0.0093 215
335
- Volkswagen e-Golf 0.4935 0.6991 0.5785 216
336
- Volvo S60 0.0278 0.0047 0.0080 215
337
- Volvo S90 0.7917 0.0880 0.1583 216
338
- Volvo V60 1.0000 0.0185 0.0364 216
339
- Volvo V90 0.7083 0.4722 0.5667 216
340
- Volvo XC40 0.7442 0.5926 0.6598 216
341
- Volvo XC60 1.0000 0.0930 0.1702 215
342
- Volvo XC90 0.4146 0.2361 0.3009 216
343
- smart fortwo 0.6875 0.2037 0.3143 216
344
 
345
- accuracy 0.3404 69639
346
- macro avg 0.4505 0.3404 0.3000 69639
347
- weighted avg 0.4505 0.3404 0.3001 69639
348
  ```
 
6
  base_model:
7
  - google/vit-base-patch16-224-in21k
8
  ---
9
+ Returns car brand with about 64% accuracy given on an image.
10
 
11
  See https://www.kaggle.com/code/dima806/car-models-image-detection-vit for details.
12
 
13
  ```
14
+ Accuracy: 0.6372
15
+ F1 Score: 0.6081
16
 
17
  Classification report:
18
 
19
  precision recall f1-score support
20
 
21
+ Acura ILX 0.3340 0.7222 0.4568 216
22
+ Acura MDX 0.4300 0.5860 0.4961 215
23
+ Acura NSX 0.7328 0.4465 0.5549 215
24
+ Acura RDX 0.5122 0.2917 0.3717 216
25
+ Acura RLX 0.4627 0.6898 0.5539 216
26
+ Acura TLX 0.4274 0.7116 0.5340 215
27
+ Alfa Romeo 4C 0.7787 0.8512 0.8133 215
28
+ Alfa Romeo 4C Spider 0.9351 1.0000 0.9664 216
29
+ Alfa Romeo Giulia 0.7738 0.7917 0.7826 216
30
+ Alfa Romeo Stelvio 0.6074 0.9860 0.7518 215
31
+ Aston Martin DB11 0.7280 0.8796 0.7966 216
32
+ Aston Martin DBS 0.5897 0.8519 0.6970 216
33
+ Aston Martin Vanquish 0.6196 0.7917 0.6951 216
34
+ Aston Martin Vantage 0.6171 0.6372 0.6270 215
35
+ Audi A3 0.5409 0.3981 0.4587 216
36
+ Audi A4 0.5275 0.4444 0.4824 216
37
+ Audi A5 0.3293 0.5023 0.3978 215
38
+ Audi A6 0.2836 0.6250 0.3902 216
39
+ Audi A7 0.4898 0.1111 0.1811 216
40
+ Audi A8 0.3375 0.6250 0.4383 216
41
+ Audi Q3 0.5123 0.9721 0.6709 215
42
+ Audi Q5 0.6441 0.3519 0.4551 216
43
+ Audi Q7 0.4820 0.8698 0.6202 215
44
+ Audi Q8 0.7479 0.8241 0.7841 216
45
+ Audi R8 0.4851 0.6019 0.5372 216
46
+ Audi TT 0.3942 0.7500 0.5167 216
47
+ Audi e-tron 0.8482 0.8796 0.8636 216
48
+ BMW 2-Series 0.6486 0.3349 0.4417 215
49
+ BMW 3-Series 0.5714 0.2222 0.3200 216
50
+ BMW 4-Series 0.6724 0.1814 0.2857 215
51
+ BMW 5-Series 0.3986 0.2639 0.3175 216
52
+ BMW 6-Series 0.4968 0.3565 0.4151 216
53
+ BMW 7-Series 0.4428 0.5556 0.4928 216
54
+ BMW 8-Series 0.7148 0.9442 0.8136 215
55
+ BMW X1 0.8077 0.4861 0.6069 216
56
+ BMW X2 0.6724 0.9070 0.7723 215
57
+ BMW X3 0.6691 0.4326 0.5254 215
58
+ BMW X4 0.5494 0.6435 0.5928 216
59
+ BMW X5 0.8421 0.0744 0.1368 215
60
+ BMW X6 0.7557 0.4583 0.5706 216
61
+ BMW X7 0.8052 1.0000 0.8921 215
62
+ BMW Z4 0.6783 0.3628 0.4727 215
63
+ BMW i3 0.7573 0.8380 0.7956 216
64
+ BMW i8 0.6331 0.9070 0.7457 215
65
+ Bentley Bentayga 0.8148 0.7163 0.7624 215
66
+ Bentley Continental GT 0.5876 0.2639 0.3642 216
67
+ Bentley Flying Spur 0.7566 0.5324 0.6250 216
68
+ Bentley Mulsanne 0.3917 0.6558 0.4904 215
69
+ Buick Cascada 0.6492 0.9814 0.7815 215
70
+ Buick Enclave 0.4829 0.8558 0.6174 215
71
+ Buick Encore 0.5281 0.8704 0.6573 216
72
+ Buick Envision 0.6855 0.9023 0.7791 215
73
+ Buick Lacrosse 0.4907 0.3657 0.4191 216
74
+ Buick Regal 0.8077 0.0972 0.1736 216
75
+ Cadillac ATS 0.8197 0.4630 0.5917 216
76
+ Cadillac CT4 0.9600 1.0000 0.9796 216
77
+ Cadillac CT5 0.7679 1.0000 0.8687 215
78
+ Cadillac CT6 0.6410 0.6944 0.6667 216
79
+ Cadillac CTS 0.5397 0.6326 0.5824 215
80
+ Cadillac Escalade 0.6231 0.5767 0.5990 215
81
+ Cadillac XT4 0.8600 1.0000 0.9247 215
82
+ Cadillac XT5 0.6068 0.9116 0.7286 215
83
+ Cadillac XT6 0.9076 1.0000 0.9515 216
84
+ Cadillac XTS 0.7306 0.6558 0.6912 215
85
+ Chevrolet Blazer 0.9421 0.8326 0.8840 215
86
+ Chevrolet Bolt EV 0.9312 0.9398 0.9355 216
87
+ Chevrolet Camaro 0.6269 0.3889 0.4800 216
88
+ Chevrolet Colorado 0.6354 0.2824 0.3910 216
89
+ Chevrolet Corvette 0.7319 0.4676 0.5706 216
90
+ Chevrolet Cruze 0.8000 0.2419 0.3714 215
91
+ Chevrolet Equinox 0.6296 0.3163 0.4211 215
92
+ Chevrolet Impala 0.4279 0.8279 0.5642 215
93
+ Chevrolet Malibu 0.8611 0.1442 0.2470 215
94
+ Chevrolet Silverado 1500 0.2796 0.1204 0.1683 216
95
+ Chevrolet Silverado 2500HD 0.3636 0.9116 0.5199 215
96
+ Chevrolet Sonic 0.8363 0.6651 0.7409 215
97
+ Chevrolet Spark 0.5752 0.9028 0.7027 216
98
+ Chevrolet Suburban 0.6933 0.7222 0.7075 216
99
+ Chevrolet Tahoe 0.5082 0.8605 0.6390 215
100
+ Chevrolet TrailBlazer 0.7444 0.9306 0.8272 216
101
+ Chevrolet Traverse 0.3151 0.8287 0.4566 216
102
+ Chevrolet Trax 0.8613 0.9535 0.9051 215
103
+ Chevrolet Volt 0.6974 0.6296 0.6618 216
104
+ Chrysler 300 0.7532 0.5509 0.6364 216
105
+ Chrysler Pacifica 0.7071 0.6512 0.6780 215
106
+ Dodge Challenger 0.6538 0.5509 0.5980 216
107
+ Dodge Charger 0.6860 0.2731 0.3907 216
108
+ Dodge Durango 0.8333 0.2326 0.3636 215
109
+ Dodge Grand Caravan 0.7091 0.9028 0.7943 216
110
+ Dodge Journey 0.6553 0.8009 0.7208 216
111
+ FIAT 124 Spider 0.4724 0.9163 0.6234 215
112
+ FIAT 500 0.6373 0.3009 0.4088 216
113
+ FIAT 500L 0.8670 0.9352 0.8998 216
114
+ FIAT 500X 0.9149 0.9954 0.9534 216
115
+ FIAT 500e 0.5710 0.9907 0.7245 215
116
+ Ferrari 488 GTB 0.8410 0.9306 0.8835 216
117
+ Ferrari GTC4Lusso 1.0000 1.0000 1.0000 216
118
+ Ferrari Portofino 0.9954 1.0000 0.9977 215
119
+ Ford Ecosport 0.6814 1.0000 0.8105 216
120
+ Ford Edge 1.0000 0.1157 0.2075 216
121
+ Ford Escape 0.8621 0.1157 0.2041 216
122
+ Ford Expedition 0.7169 0.5535 0.6247 215
123
+ Ford Explorer 0.8514 0.2917 0.4345 216
124
+ Ford F-150 0.5614 0.1481 0.2344 216
125
+ Ford Fiesta 0.7143 0.2778 0.4000 216
126
+ Ford Flex 0.5668 0.8884 0.6920 215
127
+ Ford Fusion 0.7480 0.4259 0.5428 216
128
+ Ford Mustang 0.6505 0.3102 0.4201 216
129
+ Ford Ranger 0.5868 0.7860 0.6720 215
130
+ Ford Super Duty F-250 0.6310 0.4930 0.5535 215
131
+ Ford Taurus 0.6159 0.4306 0.5068 216
132
+ Ford Transit Connect Wagon 0.8095 0.8698 0.8386 215
133
+ GMC Acadia 0.7488 0.7488 0.7488 215
134
+ GMC Canyon 0.6231 0.3767 0.4696 215
135
+ GMC Sierra 1500 0.3719 0.2083 0.2671 216
136
+ GMC Sierra 2500HD 0.3784 0.3889 0.3836 216
137
+ GMC Terrain 0.6667 0.1852 0.2899 216
138
+ GMC Yukon 0.7217 0.7083 0.7150 216
139
+ Genesis G70 0.6980 0.9674 0.8109 215
140
+ Genesis G80 0.5994 0.9395 0.7319 215
141
+ Genesis G90 0.3591 0.7731 0.4905 216
142
+ Honda Accord 0.3111 0.1296 0.1830 216
143
+ Honda CR-V 0.4676 0.6343 0.5383 216
144
+ Honda Civic 0.5778 0.1204 0.1992 216
145
+ Honda Clarity 0.5709 0.6898 0.6247 216
146
+ Honda Fit 0.5850 0.3981 0.4738 216
147
+ Honda HR-V 0.7899 0.8704 0.8282 216
148
+ Honda Insight 0.7800 0.3611 0.4937 216
149
+ Honda Odyssey 0.6187 0.7361 0.6723 216
150
+ Honda Passport 0.5547 0.9630 0.7039 216
151
+ Honda Pilot 0.6667 0.2315 0.3436 216
152
+ Honda Ridgeline 0.6213 0.6791 0.6489 215
153
+ Hyundai Accent 0.3455 0.7070 0.4641 215
154
+ Hyundai Elantra 0.3704 0.1860 0.2477 215
155
+ Hyundai Ioniq 0.6079 0.6419 0.6244 215
156
+ Hyundai Kona 0.9653 0.9028 0.9330 216
157
+ Hyundai Kona Electric 0.8504 1.0000 0.9191 216
158
+ Hyundai NEXO 0.9954 1.0000 0.9977 216
159
+ Hyundai Palisade 0.7749 0.9767 0.8642 215
160
+ Hyundai Santa Fe 0.9231 0.0558 0.1053 215
161
+ Hyundai Sonata 0.8750 0.1296 0.2258 216
162
+ Hyundai Tucson 0.6050 0.5602 0.5817 216
163
+ Hyundai Veloster 0.7791 0.5907 0.6720 215
164
+ Hyundai Venue 0.9474 1.0000 0.9730 216
165
+ INFINITI Q50 0.4962 0.5972 0.5420 216
166
+ INFINITI Q60 0.5578 0.7593 0.6431 216
167
+ INFINITI Q70 0.4165 0.9352 0.5763 216
168
+ INFINITI QX30 0.7633 1.0000 0.8657 216
169
+ INFINITI QX50 0.6000 0.5556 0.5769 216
170
+ INFINITI QX60 0.7250 0.6713 0.6971 216
171
+ INFINITI QX80 0.7349 0.7315 0.7332 216
172
+ Jaguar E-Pace 0.7352 0.8611 0.7932 216
173
+ Jaguar F-Pace 0.8725 0.6019 0.7123 216
174
+ Jaguar F-Type 0.8421 0.1481 0.2520 216
175
+ Jaguar I-Pace 0.8872 0.5463 0.6762 216
176
+ Jaguar XE 0.6372 0.3333 0.4377 216
177
+ Jaguar XF 0.4000 0.0093 0.0181 216
178
+ Jaguar XJ 0.7413 0.4907 0.5905 216
179
+ Jeep Cherokee 0.6923 0.7083 0.7002 216
180
+ Jeep Compass 0.6905 0.6713 0.6808 216
181
+ Jeep Gladiator 0.9474 1.0000 0.9730 216
182
+ Jeep Grand Cherokee 0.6538 0.5509 0.5980 216
183
+ Jeep Renegade 0.8301 0.9954 0.9053 216
184
+ Jeep Wrangler 0.8739 0.9306 0.9013 216
185
+ Kia Cadenza 0.5197 0.5535 0.5360 215
186
+ Kia Forte 0.2556 0.3721 0.3030 215
187
+ Kia K900 0.5196 0.9256 0.6656 215
188
+ Kia Niro 0.8289 0.5833 0.6848 216
189
+ Kia Optima 0.6375 0.2361 0.3446 216
190
+ Kia Rio 0.7000 0.0972 0.1707 216
191
+ Kia Sedona 0.5714 0.8148 0.6718 216
192
+ Kia Sorento 0.6531 0.2963 0.4076 216
193
+ Kia Soul 0.8864 0.5442 0.6744 215
194
+ Kia Soul EV 0.8175 0.9581 0.8822 215
195
+ Kia Sportage 0.6083 0.6791 0.6418 215
196
+ Kia Stinger 0.7423 1.0000 0.8521 216
197
+ Kia Telluride 0.7993 1.0000 0.8884 215
198
+ Lamborghini Aventador 0.8710 1.0000 0.9310 216
199
+ Lamborghini Huracan 0.6171 0.7721 0.6860 215
200
+ Lamborghini Urus 0.8151 1.0000 0.8981 216
201
+ Land Rover Defender 0.7904 1.0000 0.8830 215
202
+ Land Rover Discovery 0.7264 0.6759 0.7002 216
203
+ Land Rover Discovery Sport 0.7426 0.9395 0.8296 215
204
+ Land Rover Range Rover 0.6746 0.3953 0.4985 215
205
+ Land Rover Range Rover Evoque 0.8291 0.6065 0.7005 216
206
+ Land Rover Range Rover Sport 0.8889 0.0370 0.0711 216
207
+ Land Rover Range Rover Velar 0.7435 0.9302 0.8264 215
208
+ Lexus ES 0.5050 0.4722 0.4880 216
209
+ Lexus GS 0.6585 0.3767 0.4793 215
210
+ Lexus GX 0.5685 0.9028 0.6977 216
211
+ Lexus IS 0.5171 0.4930 0.5048 215
212
+ Lexus LC 0.8163 0.9302 0.8696 215
213
+ Lexus LS 0.4435 0.7488 0.5571 215
214
+ Lexus LX 0.6892 0.2372 0.3529 215
215
+ Lexus NX 0.5234 0.7778 0.6257 216
216
+ Lexus RC 0.6842 0.4213 0.5215 216
217
+ Lexus RX 0.7778 0.3241 0.4575 216
218
+ Lexus UX 0.9038 1.0000 0.9495 216
219
+ Lincoln Aviator 0.7778 0.6186 0.6891 215
220
+ Lincoln Continental 0.5689 0.7488 0.6466 215
221
+ Lincoln Corsair 0.5942 0.9491 0.7308 216
222
+ Lincoln MKC 0.6187 0.8605 0.7198 215
223
+ Lincoln MKT 0.5437 0.7778 0.6400 216
224
+ Lincoln MKZ 0.4907 0.6140 0.5455 215
225
+ Lincoln Nautilus 0.5526 0.9491 0.6985 216
226
+ Lincoln Navigator 0.6176 0.6806 0.6476 216
227
+ MINI Clubman 0.7383 0.7315 0.7349 216
228
+ MINI Cooper 0.6821 0.6186 0.6488 215
229
+ MINI Cooper Countryman 0.6809 0.8102 0.7400 216
230
+ Maserati Ghibli 0.5416 0.9352 0.6859 216
231
+ Maserati GranTurismo 0.8421 0.0744 0.1368 215
232
+ Maserati Levante 0.8918 0.9537 0.9217 216
233
+ Maserati Quattroporte 0.6240 0.7256 0.6710 215
234
+ Mazda CX-3 0.6405 0.9074 0.7510 216
235
+ Mazda CX-30 0.8780 1.0000 0.9351 216
236
+ Mazda CX-5 0.8116 0.2593 0.3930 216
237
+ Mazda CX-9 0.5566 0.8426 0.6703 216
238
+ Mazda MAZDA3 0.6977 0.2778 0.3974 216
239
+ Mazda MAZDA6 0.3893 0.4722 0.4268 216
240
+ Mazda MX-5 Miata 0.5755 0.2837 0.3801 215
241
+ Mazda Mazda3 Hatchback 1.0000 1.0000 1.0000 215
242
+ McLaren 570GT 0.9862 1.0000 0.9931 215
243
+ McLaren 570S 0.9730 1.0000 0.9863 216
244
+ McLaren 720S 0.7196 0.9907 0.8337 215
245
+ Mercedes-Benz A Class 0.4447 0.9306 0.6018 216
246
+ Mercedes-Benz AMG GT 0.7655 0.8047 0.7846 215
247
+ Mercedes-Benz C Class 0.8333 0.0231 0.0450 216
248
+ Mercedes-Benz CLA Class 1.0000 0.2593 0.4118 216
249
+ Mercedes-Benz CLS Class 0.5658 0.1991 0.2945 216
250
+ Mercedes-Benz E Class 0.4563 0.2176 0.2947 216
251
+ Mercedes-Benz EQC 0.7742 1.0000 0.8727 216
252
+ Mercedes-Benz G Class 0.7814 0.7778 0.7796 216
253
+ Mercedes-Benz GLA Class 0.6613 0.7628 0.7084 215
254
+ Mercedes-Benz GLB Class 0.7188 0.9628 0.8231 215
255
+ Mercedes-Benz GLC Class 0.7204 0.3116 0.4351 215
256
+ Mercedes-Benz GLE Class 0.6556 0.4583 0.5395 216
257
+ Mercedes-Benz GLS Class 0.6047 0.9535 0.7401 215
258
+ Mercedes-Benz Metris 0.9439 0.9352 0.9395 216
259
+ Mercedes-Benz S Class 0.4537 0.2269 0.3025 216
260
+ Mercedes-Benz SL Class 0.5074 0.8000 0.6209 215
261
+ Mercedes-Benz SLC Class 0.7991 0.8287 0.8136 216
262
+ Mitsubishi Eclipse Cross 0.8816 1.0000 0.9371 216
263
+ Mitsubishi Mirage 0.3750 0.8512 0.5206 215
264
+ Mitsubishi Outlander 0.7976 0.3116 0.4482 215
265
+ Mitsubishi Outlander Sport 0.5735 0.5628 0.5681 215
266
+ Nissan 370Z 0.6528 0.8009 0.7193 216
267
+ Nissan Altima 0.4350 0.4491 0.4419 216
268
+ Nissan Armada 0.5540 0.7163 0.6247 215
269
+ Nissan Frontier 0.5114 0.8333 0.6338 216
270
+ Nissan GT-R 0.7536 0.2419 0.3662 215
271
+ Nissan Kicks 0.8431 1.0000 0.9149 215
272
+ Nissan Leaf 0.7946 0.4120 0.5427 216
273
+ Nissan Maxima 0.5361 0.7222 0.6154 216
274
+ Nissan Murano 0.7808 0.5278 0.6298 216
275
+ Nissan NV200 0.9258 0.9815 0.9528 216
276
+ Nissan Pathfinder 0.8267 0.2884 0.4276 215
277
+ Nissan Rogue 0.6529 0.3674 0.4702 215
278
+ Nissan Rogue Sport 0.7235 0.9815 0.8330 216
279
+ Nissan Sentra 0.4872 0.3519 0.4086 216
280
+ Nissan Titan 0.6667 0.2233 0.3345 215
281
+ Nissan Versa 0.3939 0.1806 0.2476 216
282
+ Porsche 718 0.4709 0.8241 0.5993 216
283
+ Porsche 718 Spyder 1.0000 1.0000 1.0000 216
284
+ Porsche 911 0.9429 0.1528 0.2629 216
285
+ Porsche Cayenne 0.9623 0.2361 0.3792 216
286
+ Porsche Macan 0.8716 0.4419 0.5864 215
287
+ Porsche Panamera 0.5030 0.3889 0.4386 216
288
+ Porsche Taycan 0.6262 0.9306 0.7486 216
289
+ Ram 1500 0.5417 0.2419 0.3344 215
290
+ Ram 2500 0.4303 0.8426 0.5696 216
291
+ Rolls-Royce Cullinan 0.9267 1.0000 0.9620 215
292
+ Rolls-Royce Dawn 0.9471 1.0000 0.9729 215
293
+ Rolls-Royce Ghost 0.5096 0.8611 0.6403 216
294
+ Rolls-Royce Phantom 0.6093 0.9676 0.7478 216
295
+ Rolls-Royce Wraith 0.9954 1.0000 0.9977 215
296
+ Subaru Ascent 0.8009 0.8233 0.8119 215
297
+ Subaru BRZ 0.7195 0.8233 0.7679 215
298
+ Subaru Crosstrek 0.9281 0.6000 0.7288 215
299
+ Subaru Forester 0.6027 0.6250 0.6136 216
300
+ Subaru Impreza 0.7500 0.0139 0.0273 216
301
+ Subaru Legacy 0.8333 0.0694 0.1282 216
302
+ Subaru Outback 0.7917 0.3535 0.4887 215
303
+ Subaru STI S209 1.0000 1.0000 1.0000 216
304
+ Subaru WRX 0.5451 0.5880 0.5657 216
305
+ Tesla Model 3 0.7288 1.0000 0.8431 215
306
+ Tesla Model S 0.7156 0.3628 0.4815 215
307
+ Tesla Model X 0.9048 0.9721 0.9372 215
308
+ Tesla Model Y 1.0000 1.0000 1.0000 215
309
+ Toyota 4Runner 0.6053 0.8519 0.7077 216
310
+ Toyota 86 0.8996 1.0000 0.9471 215
311
+ Toyota Avalon 0.5904 0.4537 0.5131 216
312
+ Toyota C-HR 0.7567 0.9213 0.8309 216
313
+ Toyota Camry 0.3529 0.3333 0.3429 216
314
+ Toyota Corolla 0.4408 0.4306 0.4356 216
315
+ Toyota Highlander 0.5028 0.4120 0.4529 216
316
+ Toyota Land Cruiser 0.5358 0.7269 0.6169 216
317
+ Toyota Mirai 0.5538 1.0000 0.7129 216
318
+ Toyota Prius 0.6186 0.5581 0.5868 215
319
+ Toyota Prius C 0.3161 0.7674 0.4478 215
320
+ Toyota RAV4 0.6292 0.2605 0.3684 215
321
+ Toyota Sequoia 0.5714 0.7442 0.6465 215
322
+ Toyota Sienna 0.5389 0.8333 0.6545 216
323
+ Toyota Supra 0.6006 0.8981 0.7199 216
324
+ Toyota Tacoma 0.5375 0.5972 0.5658 216
325
+ Toyota Tundra 0.5489 0.3380 0.4183 216
326
+ Toyota Yaris 0.3857 0.1250 0.1888 216
327
+ Toyota Yaris Hatchback 0.9908 1.0000 0.9954 216
328
+ Volkswagen Arteon 0.7993 1.0000 0.8884 215
329
+ Volkswagen Atlas 0.7727 0.9444 0.8500 216
330
+ Volkswagen Beetle 0.7797 0.6419 0.7041 215
331
+ Volkswagen Golf 0.4023 0.1628 0.2318 215
332
+ Volkswagen Jetta 0.6393 0.1806 0.2816 216
333
+ Volkswagen Passat 0.4915 0.1349 0.2117 215
334
+ Volkswagen Tiguan 0.7748 0.5417 0.6376 216
335
+ Volkswagen e-Golf 0.5318 0.9676 0.6864 216
336
+ Volvo S60 0.0000 0.0000 0.0000 215
337
+ Volvo S90 0.3875 0.6326 0.4806 215
338
+ Volvo V60 0.3787 0.6574 0.4805 216
339
+ Volvo V90 0.5977 0.9674 0.7389 215
340
+ Volvo XC40 0.7746 0.8750 0.8217 216
341
+ Volvo XC60 0.8953 0.3581 0.5116 215
342
+ Volvo XC90 0.8061 0.3674 0.5048 215
343
+ smart fortwo 0.6567 0.6111 0.6331 216
344
 
345
+ accuracy 0.6372 69639
346
+ macro avg 0.6688 0.6373 0.6081 69639
347
+ weighted avg 0.6688 0.6372 0.6081 69639
348
  ```