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dima806
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car_brands_image_detection

Image Classification
Transformers
PyTorch
Safetensors
vit
Inference Endpoints
Model card Files Community
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@@ -4,343 +4,343 @@ metrics:
4
  - accuracy
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  - f1
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  ---
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- Returns car brand given an image with about 93% accuracy.
8
 
9
  See https://www.kaggle.com/code/dima806/car-model-image-detection-vit for more details.
10
 
11
  ```
12
- Accuracy: 0.9328
13
- F1 Score: 0.9322
14
 
15
  Classification report:
16
 
17
  precision recall f1-score support
18
 
19
- Acura ILX 0.9295 0.9769 0.9526 216
20
- Acura MDX 0.9737 0.8565 0.9113 216
21
- Acura NSX 0.9720 0.9674 0.9697 215
22
- Acura RDX 0.9762 0.9491 0.9624 216
23
- Acura RLX 0.9148 0.9488 0.9315 215
24
- Acura TLX 0.9677 0.9767 0.9722 215
25
- Alfa Romeo 4C 0.9951 0.9395 0.9665 215
26
- Alfa Romeo 4C Spider 0.9432 1.0000 0.9708 216
27
- Alfa Romeo Giulia 0.9907 0.9861 0.9884 216
28
  Alfa Romeo Stelvio 1.0000 1.0000 1.0000 216
29
- Aston Martin DB11 0.9954 1.0000 0.9977 216
30
- Aston Martin DBS 1.0000 0.9907 0.9953 216
31
- Aston Martin Vanquish 0.9859 0.9767 0.9813 215
32
- Aston Martin Vantage 0.9610 0.9120 0.9359 216
33
- Audi A3 0.8717 0.9120 0.8914 216
34
- Audi A4 0.8937 0.8565 0.8747 216
35
- Audi A5 0.8670 0.8750 0.8710 216
36
- Audi A6 0.8333 0.8837 0.8578 215
37
- Audi A7 0.8289 0.8750 0.8514 216
38
- Audi A8 0.8899 0.9352 0.9120 216
39
- Audi Q3 0.9686 1.0000 0.9841 216
40
- Audi Q5 0.8644 0.9488 0.9047 215
41
- Audi Q7 0.9573 0.9352 0.9461 216
42
- Audi Q8 0.9932 0.6837 0.8099 215
43
- Audi R8 0.8959 0.9167 0.9062 216
44
- Audi TT 0.8855 0.9306 0.9074 216
45
- Audi e-tron 0.9952 0.9630 0.9788 216
46
- BMW 2-Series 0.8848 0.8889 0.8868 216
47
- BMW 3-Series 0.8654 0.8372 0.8511 215
48
- BMW 4-Series 0.8591 0.8750 0.8670 216
49
- BMW 5-Series 0.8344 0.6093 0.7043 215
50
- BMW 6-Series 0.8318 0.8472 0.8394 216
51
- BMW 7-Series 0.9490 0.8611 0.9029 216
52
- BMW 8-Series 1.0000 0.9628 0.9810 215
53
- BMW X1 0.9174 0.9769 0.9462 216
54
- BMW X2 1.0000 0.5395 0.7009 215
55
- BMW X3 0.8955 0.9163 0.9057 215
56
- BMW X4 0.9880 0.7628 0.8609 215
57
- BMW X5 0.9511 0.8102 0.8750 216
58
- BMW X6 0.6882 0.8930 0.7773 215
59
- BMW X7 1.0000 1.0000 1.0000 216
60
- BMW Z4 0.9336 0.9163 0.9249 215
61
- BMW i3 0.9286 0.9674 0.9476 215
62
- BMW i8 0.9683 0.9953 0.9817 215
63
  Bentley Bentayga 0.9953 0.9907 0.9930 216
64
- Bentley Continental GT 0.8478 0.9028 0.8744 216
65
- Bentley Flying Spur 0.9324 0.9583 0.9452 216
66
- Bentley Mulsanne 0.9301 0.9861 0.9573 216
67
- Buick Cascada 0.9908 1.0000 0.9954 216
68
- Buick Enclave 0.9817 0.9954 0.9885 216
69
- Buick Encore 0.9772 0.9953 0.9862 215
70
- Buick Envision 0.9774 1.0000 0.9886 216
71
- Buick Lacrosse 0.8042 0.8935 0.8465 216
72
- Buick Regal 0.9251 0.8009 0.8586 216
73
- Cadillac ATS 0.8661 0.9583 0.9099 216
74
  Cadillac CT4 1.0000 1.0000 1.0000 215
75
- Cadillac CT5 0.9908 1.0000 0.9954 216
76
- Cadillac CT6 0.9848 0.8981 0.9395 216
77
- Cadillac CTS 0.9158 0.8056 0.8571 216
78
- Cadillac Escalade 0.9902 0.9395 0.9642 215
79
  Cadillac XT4 1.0000 1.0000 1.0000 216
80
- Cadillac XT5 0.9558 1.0000 0.9774 216
81
- Cadillac XT6 1.0000 1.0000 1.0000 216
82
- Cadillac XTS 0.9422 0.9815 0.9615 216
83
- Chevrolet Blazer 0.9727 0.9907 0.9817 216
84
  Chevrolet Bolt EV 1.0000 1.0000 1.0000 216
85
- Chevrolet Camaro 0.8416 0.8611 0.8513 216
86
- Chevrolet Colorado 0.8398 0.9023 0.8700 215
87
- Chevrolet Corvette 0.9133 0.8287 0.8689 216
88
- Chevrolet Cruze 0.9071 0.7721 0.8342 215
89
- Chevrolet Equinox 0.7886 0.8981 0.8398 216
90
- Chevrolet Impala 0.9851 0.9213 0.9522 216
91
- Chevrolet Malibu 0.8202 0.8657 0.8423 216
92
- Chevrolet Silverado 1500 0.8370 0.7130 0.7700 216
93
- Chevrolet Silverado 2500HD 0.8044 0.8380 0.8209 216
94
- Chevrolet Sonic 0.9631 0.9721 0.9676 215
95
- Chevrolet Spark 0.9818 1.0000 0.9908 216
96
- Chevrolet Suburban 0.9620 0.8194 0.8850 216
97
- Chevrolet Tahoe 0.8861 0.9722 0.9272 216
98
- Chevrolet TrailBlazer 0.9948 0.8935 0.9415 216
99
- Chevrolet Traverse 1.0000 0.5767 0.7316 215
100
- Chevrolet Trax 0.9863 1.0000 0.9931 216
101
- Chevrolet Volt 0.8193 0.9070 0.8609 215
102
- Chrysler 300 0.8347 0.9163 0.8736 215
103
- Chrysler Pacifica 0.9617 0.9349 0.9481 215
104
- Dodge Challenger 0.8426 0.9167 0.8780 216
105
- Dodge Charger 0.8599 0.8279 0.8436 215
106
- Dodge Durango 0.9679 0.9769 0.9724 216
107
- Dodge Grand Caravan 1.0000 0.9953 0.9977 215
108
- Dodge Journey 0.9721 0.9676 0.9698 216
109
- FIAT 124 Spider 0.9770 0.9815 0.9792 216
110
- FIAT 500 0.9268 0.8796 0.9026 216
111
- FIAT 500L 1.0000 1.0000 1.0000 216
112
  FIAT 500X 1.0000 1.0000 1.0000 216
113
- FIAT 500e 0.9550 0.9815 0.9680 216
114
- Ferrari 488 GTB 1.0000 1.0000 1.0000 216
115
- Ferrari GTC4Lusso 1.0000 1.0000 1.0000 215
116
- Ferrari Portofino 1.0000 1.0000 1.0000 216
117
  Ford Ecosport 1.0000 1.0000 1.0000 215
118
- Ford Edge 0.8240 0.8930 0.8571 215
119
- Ford Escape 0.9192 0.8465 0.8814 215
120
- Ford Expedition 0.9806 0.9395 0.9596 215
121
- Ford Explorer 0.9048 0.8837 0.8941 215
122
- Ford F-150 0.8227 0.8380 0.8303 216
123
- Ford Fiesta 0.8630 0.8791 0.8710 215
124
- Ford Flex 0.9952 0.9721 0.9835 215
125
- Ford Fusion 0.9427 0.8380 0.8873 216
126
- Ford Mustang 0.8066 0.7953 0.8009 215
127
- Ford Ranger 0.9709 0.9259 0.9479 216
128
- Ford Super Duty F-250 0.8761 0.9167 0.8959 216
129
- Ford Taurus 0.8858 0.8981 0.8920 216
130
- Ford Transit Connect Wagon 0.9863 1.0000 0.9931 216
131
- GMC Acadia 0.9336 0.9814 0.9569 215
132
- GMC Canyon 0.9404 0.9535 0.9469 215
133
- GMC Sierra 1500 0.8164 0.7860 0.8009 215
134
- GMC Sierra 2500HD 0.8287 0.8287 0.8287 216
135
- GMC Terrain 0.9312 0.9442 0.9376 215
136
- GMC Yukon 0.9457 0.9676 0.9565 216
137
- Genesis G70 1.0000 0.7546 0.8602 216
138
- Genesis G80 0.9774 1.0000 0.9886 216
139
- Genesis G90 0.9685 0.9954 0.9817 216
140
- Honda Accord 0.8352 0.7070 0.7657 215
141
- Honda CR-V 0.9378 0.9116 0.9245 215
142
- Honda Civic 0.8371 0.6898 0.7563 216
143
- Honda Clarity 0.9900 0.9256 0.9567 215
144
- Honda Fit 0.9289 0.9116 0.9202 215
145
- Honda HR-V 0.9908 0.9954 0.9931 216
146
- Honda Insight 0.8839 0.9209 0.9021 215
147
- Honda Odyssey 0.9048 0.9721 0.9372 215
148
- Honda Passport 0.9727 0.9907 0.9817 216
149
- Honda Pilot 0.9207 0.9676 0.9436 216
150
- Honda Ridgeline 0.9298 0.9815 0.9550 216
151
- Hyundai Accent 0.9398 0.9442 0.9420 215
152
- Hyundai Elantra 0.8051 0.7269 0.7640 216
153
- Hyundai Ioniq 0.9596 0.9953 0.9772 215
154
- Hyundai Kona 1.0000 0.9116 0.9538 215
155
- Hyundai Kona Electric 0.9191 1.0000 0.9579 216
156
- Hyundai NEXO 0.9954 1.0000 0.9977 216
157
- Hyundai Palisade 1.0000 0.9722 0.9859 216
158
- Hyundai Santa Fe 0.7460 0.8565 0.7974 216
159
- Hyundai Sonata 0.7803 0.8056 0.7927 216
160
- Hyundai Tucson 0.8894 0.8935 0.8915 216
161
- Hyundai Veloster 0.9810 0.9583 0.9696 216
162
  Hyundai Venue 1.0000 1.0000 1.0000 216
163
- INFINITI Q50 0.9242 0.9028 0.9133 216
164
- INFINITI Q60 0.9513 1.0000 0.9751 215
165
- INFINITI Q70 1.0000 0.9769 0.9883 216
166
  INFINITI QX30 1.0000 1.0000 1.0000 216
167
- INFINITI QX50 0.9903 0.9444 0.9668 216
168
- INFINITI QX60 0.9813 0.9767 0.9790 215
169
- INFINITI QX80 0.9507 0.9815 0.9658 216
170
- Jaguar E-Pace 1.0000 1.0000 1.0000 215
171
- Jaguar F-Pace 1.0000 0.9815 0.9907 216
172
- Jaguar F-Type 0.9062 0.9398 0.9227 216
173
- Jaguar I-Pace 0.9685 1.0000 0.9840 215
174
- Jaguar XE 0.9619 0.9352 0.9484 216
175
- Jaguar XF 0.8605 0.8565 0.8585 216
176
- Jaguar XJ 0.8655 0.9537 0.9075 216
177
- Jeep Cherokee 0.9552 0.9861 0.9704 216
178
- Jeep Compass 0.9951 0.9442 0.9690 215
179
- Jeep Gladiator 1.0000 1.0000 1.0000 215
180
- Jeep Grand Cherokee 0.9703 0.9074 0.9378 216
181
- Jeep Renegade 0.9818 1.0000 0.9908 216
182
- Jeep Wrangler 0.9904 0.9628 0.9764 215
183
- Kia Cadenza 0.9270 1.0000 0.9621 216
184
- Kia Forte 0.7617 0.8287 0.7938 216
185
- Kia K900 1.0000 1.0000 1.0000 215
186
- Kia Niro 0.9595 0.9907 0.9748 215
187
- Kia Optima 0.8252 0.9442 0.8807 215
188
- Kia Rio 0.8884 0.8884 0.8884 215
189
- Kia Sedona 0.9593 0.9815 0.9703 216
190
- Kia Sorento 0.8874 0.9491 0.9172 216
191
- Kia Soul 0.9022 0.9398 0.9206 216
192
- Kia Soul EV 0.9600 1.0000 0.9796 216
193
- Kia Sportage 0.9769 0.9814 0.9791 215
194
  Kia Stinger 0.9908 1.0000 0.9954 216
195
- Kia Telluride 0.9730 1.0000 0.9863 216
196
- Lamborghini Aventador 1.0000 1.0000 1.0000 215
197
- Lamborghini Huracan 0.9817 0.9907 0.9862 216
198
- Lamborghini Urus 0.9729 1.0000 0.9862 215
199
- Land Rover Defender 1.0000 1.0000 1.0000 215
200
- Land Rover Discovery 0.9310 1.0000 0.9643 216
201
- Land Rover Discovery Sport 0.9940 0.7731 0.8698 216
202
- Land Rover Range Rover 0.8186 0.9023 0.8584 215
203
- Land Rover Range Rover Evoque 0.8261 0.9721 0.8932 215
204
- Land Rover Range Rover Sport 0.7897 0.8558 0.8214 215
205
- Land Rover Range Rover Velar 1.0000 0.8750 0.9333 216
206
- Lexus ES 0.9356 0.8750 0.9043 216
207
- Lexus GS 0.8834 0.9120 0.8975 216
208
- Lexus GX 0.9954 1.0000 0.9977 215
209
- Lexus IS 0.9100 0.8930 0.9014 215
210
- Lexus LC 0.9954 1.0000 0.9977 215
211
- Lexus LS 0.9668 0.9444 0.9555 216
212
- Lexus LX 0.9099 0.9815 0.9443 216
213
- Lexus NX 0.9815 0.9815 0.9815 216
214
- Lexus RC 0.9227 0.9954 0.9577 216
215
- Lexus RX 0.9450 0.9537 0.9493 216
216
  Lexus UX 1.0000 1.0000 1.0000 216
217
- Lincoln Aviator 0.9372 0.9721 0.9543 215
218
- Lincoln Continental 0.8941 0.9814 0.9357 215
219
- Lincoln Corsair 1.0000 0.9722 0.9859 216
220
- Lincoln MKC 0.9774 1.0000 0.9886 216
221
- Lincoln MKT 0.9679 0.9814 0.9746 215
222
- Lincoln MKZ 0.9712 0.9352 0.9528 216
223
- Lincoln Nautilus 0.9726 0.9907 0.9816 215
224
- Lincoln Navigator 0.9589 0.9722 0.9655 216
225
- MINI Clubman 0.9589 0.9767 0.9677 215
226
- MINI Cooper 0.9309 0.9395 0.9352 215
227
- MINI Cooper Countryman 0.9671 0.9537 0.9604 216
228
- Maserati Ghibli 0.9600 1.0000 0.9796 216
229
- Maserati GranTurismo 0.9279 0.8977 0.9125 215
230
- Maserati Levante 1.0000 0.9674 0.9835 215
231
- Maserati Quattroporte 0.9725 0.9815 0.9770 216
232
- Mazda CX-3 1.0000 1.0000 1.0000 216
233
- Mazda CX-30 1.0000 1.0000 1.0000 216
234
- Mazda CX-5 0.8987 0.9444 0.9210 216
235
- Mazda CX-9 0.9471 0.9954 0.9707 216
236
- Mazda MAZDA3 0.8693 0.8047 0.8357 215
237
- Mazda MAZDA6 0.9206 0.9163 0.9184 215
238
- Mazda MX-5 Miata 0.9120 0.9163 0.9142 215
239
- Mazda Mazda3 Hatchback 0.9954 1.0000 0.9977 216
240
- McLaren 570GT 1.0000 1.0000 1.0000 216
241
- McLaren 570S 0.9954 1.0000 0.9977 216
242
  McLaren 720S 0.9954 1.0000 0.9977 216
243
- Mercedes-Benz A Class 1.0000 1.0000 1.0000 215
244
- Mercedes-Benz AMG GT 0.9641 1.0000 0.9817 215
245
- Mercedes-Benz C Class 0.7750 0.7176 0.7452 216
246
- Mercedes-Benz CLA Class 0.9358 0.9444 0.9401 216
247
  Mercedes-Benz CLS Class 0.8967 0.8884 0.8925 215
248
- Mercedes-Benz E Class 0.8365 0.8056 0.8208 216
249
- Mercedes-Benz EQC 1.0000 1.0000 1.0000 215
250
- Mercedes-Benz G Class 0.9579 0.9491 0.9535 216
251
- Mercedes-Benz GLA Class 0.9076 1.0000 0.9515 216
252
  Mercedes-Benz GLB Class 1.0000 1.0000 1.0000 216
253
- Mercedes-Benz GLC Class 0.7837 0.8930 0.8348 215
254
- Mercedes-Benz GLE Class 0.8991 0.9535 0.9255 215
255
- Mercedes-Benz GLS Class 0.9908 1.0000 0.9954 216
256
- Mercedes-Benz Metris 0.9954 1.0000 0.9977 216
257
- Mercedes-Benz S Class 0.7403 0.7953 0.7668 215
258
- Mercedes-Benz SL Class 0.9318 0.9491 0.9404 216
259
  Mercedes-Benz SLC Class 0.9774 1.0000 0.9886 216
260
  Mitsubishi Eclipse Cross 1.0000 1.0000 1.0000 215
261
- Mitsubishi Mirage 0.9722 0.9767 0.9745 215
262
- Mitsubishi Outlander 0.9087 0.9721 0.9393 215
263
- Mitsubishi Outlander Sport 0.9495 0.9583 0.9539 216
264
- Nissan 370Z 0.9797 0.8977 0.9369 215
265
- Nissan Altima 0.8400 0.8791 0.8591 215
266
- Nissan Armada 0.9858 0.9674 0.9765 215
267
- Nissan Frontier 0.9727 0.9907 0.9817 216
268
- Nissan GT-R 0.8924 0.9256 0.9087 215
269
- Nissan Kicks 0.9954 1.0000 0.9977 216
270
- Nissan Leaf 0.8472 0.8981 0.8719 216
271
- Nissan Maxima 0.8803 0.9537 0.9156 216
272
- Nissan Murano 0.9245 0.9116 0.9180 215
273
- Nissan NV200 1.0000 1.0000 1.0000 216
274
- Nissan Pathfinder 0.9585 0.9630 0.9607 216
275
- Nissan Rogue 0.9234 0.9491 0.9361 216
276
- Nissan Rogue Sport 0.9954 1.0000 0.9977 215
277
- Nissan Sentra 0.8687 0.8000 0.8329 215
278
- Nissan Titan 0.8571 0.8930 0.8747 215
279
- Nissan Versa 0.8960 0.8380 0.8660 216
280
- Porsche 718 0.9729 0.9954 0.9840 216
281
- Porsche 718 Spyder 1.0000 1.0000 1.0000 216
282
- Porsche 911 0.9086 0.7860 0.8429 215
283
- Porsche Cayenne 0.8099 0.9074 0.8559 216
284
- Porsche Macan 0.9217 0.9259 0.9238 216
285
- Porsche Panamera 0.8766 0.9537 0.9135 216
286
  Porsche Taycan 0.9730 1.0000 0.9863 216
287
- Ram 1500 0.9369 0.8935 0.9147 216
288
- Ram 2500 0.9375 0.9070 0.9220 215
289
- Rolls-Royce Cullinan 1.0000 1.0000 1.0000 215
290
- Rolls-Royce Dawn 1.0000 1.0000 1.0000 215
291
- Rolls-Royce Ghost 0.9818 1.0000 0.9908 216
292
- Rolls-Royce Phantom 0.9774 1.0000 0.9886 216
293
- Rolls-Royce Wraith 1.0000 0.9676 0.9835 216
294
- Subaru Ascent 0.9817 1.0000 0.9908 215
295
- Subaru BRZ 0.9509 0.9907 0.9704 215
296
- Subaru Crosstrek 0.9457 0.9721 0.9587 215
297
- Subaru Forester 0.9079 0.9628 0.9345 215
298
- Subaru Impreza 0.8394 0.7535 0.7941 215
299
- Subaru Legacy 0.7593 0.7593 0.7593 216
300
- Subaru Outback 0.9054 0.9349 0.9199 215
301
  Subaru STI S209 1.0000 1.0000 1.0000 216
302
- Subaru WRX 0.8957 0.9537 0.9238 216
303
- Tesla Model 3 0.9908 1.0000 0.9954 215
304
- Tesla Model S 0.8958 0.9954 0.9430 216
305
- Tesla Model X 0.9863 1.0000 0.9931 216
306
- Tesla Model Y 1.0000 1.0000 1.0000 215
307
- Toyota 4Runner 0.9816 0.9907 0.9861 215
308
  Toyota 86 0.9954 1.0000 0.9977 216
309
- Toyota Avalon 0.9095 0.8419 0.8744 215
310
- Toyota C-HR 0.9908 0.9954 0.9931 216
311
- Toyota Camry 0.7942 0.8935 0.8410 216
312
- Toyota Corolla 0.8186 0.7767 0.7971 215
313
- Toyota Highlander 0.9239 0.8426 0.8814 216
314
- Toyota Land Cruiser 0.9682 0.9907 0.9793 215
315
- Toyota Mirai 0.9817 1.0000 0.9908 215
316
- Toyota Prius 0.8558 0.8519 0.8538 216
317
- Toyota Prius C 0.9204 0.9674 0.9433 215
318
- Toyota RAV4 0.9141 0.8419 0.8765 215
319
- Toyota Sequoia 0.9856 0.9581 0.9717 215
320
- Toyota Sienna 0.9859 0.9722 0.9790 216
321
- Toyota Supra 0.9513 1.0000 0.9751 215
322
- Toyota Tacoma 0.9257 0.8698 0.8969 215
323
- Toyota Tundra 0.9171 0.8744 0.8952 215
324
- Toyota Yaris 0.9086 0.8287 0.8668 216
325
  Toyota Yaris Hatchback 1.0000 1.0000 1.0000 216
326
- Volkswagen Arteon 1.0000 1.0000 1.0000 215
327
- Volkswagen Atlas 0.9860 0.9815 0.9838 216
328
- Volkswagen Beetle 0.9224 0.9395 0.9309 215
329
- Volkswagen Golf 0.9415 0.8935 0.9169 216
330
- Volkswagen Jetta 0.7598 0.8935 0.8213 216
331
- Volkswagen Passat 0.8424 0.7917 0.8162 216
332
- Volkswagen Tiguan 0.9466 0.9028 0.9242 216
333
- Volkswagen e-Golf 0.9673 0.9583 0.9628 216
334
- Volvo S60 0.8028 0.8102 0.8065 216
335
- Volvo S90 0.9301 0.9861 0.9573 216
336
- Volvo V60 0.8704 0.8744 0.8724 215
337
  Volvo V90 0.9954 1.0000 0.9977 216
338
- Volvo XC40 0.9954 1.0000 0.9977 216
339
- Volvo XC60 0.9486 0.9398 0.9442 216
340
- Volvo XC90 0.9437 0.9306 0.9371 216
341
- smart fortwo 0.9385 0.8512 0.8927 215
342
 
343
- accuracy 0.9328 69639
344
- macro avg 0.9343 0.9328 0.9322 69639
345
- weighted avg 0.9343 0.9328 0.9322 69639
346
  ```
 
4
  - accuracy
5
  - f1
6
  ---
7
+ Returns car brand given an image with about 94% accuracy.
8
 
9
  See https://www.kaggle.com/code/dima806/car-model-image-detection-vit for more details.
10
 
11
  ```
12
+ Accuracy: 0.9399
13
+ F1 Score: 0.9393
14
 
15
  Classification report:
16
 
17
  precision recall f1-score support
18
 
19
+ Acura ILX 0.9724 0.9814 0.9769 215
20
+ Acura MDX 0.9894 0.8651 0.9231 215
21
+ Acura NSX 0.9500 0.9721 0.9609 215
22
+ Acura RDX 0.9533 0.9444 0.9488 216
23
+ Acura RLX 0.9279 0.9581 0.9428 215
24
+ Acura TLX 0.9862 0.9954 0.9908 216
25
+ Alfa Romeo 4C 0.9950 0.9302 0.9615 215
26
+ Alfa Romeo 4C Spider 0.9351 1.0000 0.9664 216
27
+ Alfa Romeo Giulia 0.9817 0.9953 0.9885 215
28
  Alfa Romeo Stelvio 1.0000 1.0000 1.0000 216
29
+ Aston Martin DB11 0.9862 1.0000 0.9931 215
30
+ Aston Martin DBS 1.0000 0.9954 0.9977 216
31
+ Aston Martin Vanquish 0.9770 0.9860 0.9815 215
32
+ Aston Martin Vantage 0.9806 0.9352 0.9573 216
33
+ Audi A3 0.8826 0.8704 0.8765 216
34
+ Audi A4 0.9296 0.8565 0.8916 216
35
+ Audi A5 0.8744 0.9028 0.8884 216
36
+ Audi A6 0.8421 0.8930 0.8668 215
37
+ Audi A7 0.8190 0.8796 0.8482 216
38
+ Audi A8 0.8734 0.9259 0.8989 216
39
+ Audi Q3 0.9818 1.0000 0.9908 216
40
+ Audi Q5 0.8755 0.9444 0.9087 216
41
+ Audi Q7 0.9535 0.9491 0.9513 216
42
+ Audi Q8 0.9933 0.6930 0.8164 215
43
+ Audi R8 0.9190 0.8935 0.9061 216
44
+ Audi TT 0.9241 0.9583 0.9409 216
45
+ Audi e-tron 0.9907 0.9860 0.9883 215
46
+ BMW 2-Series 0.8772 0.9259 0.9009 216
47
+ BMW 3-Series 0.8750 0.8791 0.8770 215
48
+ BMW 4-Series 0.9112 0.9070 0.9091 215
49
+ BMW 5-Series 0.8908 0.7176 0.7949 216
50
+ BMW 6-Series 0.8578 0.8657 0.8618 216
51
+ BMW 7-Series 0.9727 0.8241 0.8922 216
52
+ BMW 8-Series 1.0000 0.9581 0.9786 215
53
+ BMW X1 0.9381 0.9815 0.9593 216
54
+ BMW X2 1.0000 0.5349 0.6970 215
55
+ BMW X3 0.8678 0.9163 0.8914 215
56
+ BMW X4 0.9830 0.8047 0.8849 215
57
+ BMW X5 0.9340 0.8558 0.8932 215
58
+ BMW X6 0.7311 0.8977 0.8058 215
59
+ BMW X7 1.0000 1.0000 1.0000 215
60
+ BMW Z4 0.9393 0.9349 0.9371 215
61
+ BMW i3 0.9500 0.9721 0.9609 215
62
+ BMW i8 0.9725 0.9860 0.9792 215
63
  Bentley Bentayga 0.9953 0.9907 0.9930 216
64
+ Bentley Continental GT 0.8200 0.9535 0.8817 215
65
+ Bentley Flying Spur 0.9301 0.9861 0.9573 216
66
+ Bentley Mulsanne 0.9556 1.0000 0.9773 215
67
+ Buick Cascada 0.9954 1.0000 0.9977 215
68
+ Buick Enclave 0.9860 0.9860 0.9860 215
69
+ Buick Encore 0.9863 1.0000 0.9931 216
70
+ Buick Envision 0.9686 1.0000 0.9841 216
71
+ Buick Lacrosse 0.8462 0.9167 0.8800 216
72
+ Buick Regal 0.9471 0.8287 0.8840 216
73
+ Cadillac ATS 0.8300 0.9722 0.8955 216
74
  Cadillac CT4 1.0000 1.0000 1.0000 215
75
+ Cadillac CT5 0.9954 1.0000 0.9977 215
76
+ Cadillac CT6 0.9841 0.8611 0.9185 216
77
+ Cadillac CTS 0.9415 0.8194 0.8762 216
78
+ Cadillac Escalade 0.9809 0.9491 0.9647 216
79
  Cadillac XT4 1.0000 1.0000 1.0000 216
80
+ Cadillac XT5 0.9774 1.0000 0.9886 216
81
+ Cadillac XT6 1.0000 1.0000 1.0000 215
82
+ Cadillac XTS 0.9505 0.9769 0.9635 216
83
+ Chevrolet Blazer 0.9862 0.9907 0.9885 216
84
  Chevrolet Bolt EV 1.0000 1.0000 1.0000 216
85
+ Chevrolet Camaro 0.8774 0.8611 0.8692 216
86
+ Chevrolet Colorado 0.8933 0.9306 0.9116 216
87
+ Chevrolet Corvette 0.9327 0.8981 0.9151 216
88
+ Chevrolet Cruze 0.9508 0.8056 0.8722 216
89
+ Chevrolet Equinox 0.8211 0.9395 0.8764 215
90
+ Chevrolet Impala 0.9809 0.9535 0.9670 215
91
+ Chevrolet Malibu 0.8821 0.8657 0.8738 216
92
+ Chevrolet Silverado 1500 0.8278 0.8009 0.8141 216
93
+ Chevrolet Silverado 2500HD 0.8592 0.8472 0.8531 216
94
+ Chevrolet Sonic 0.9716 0.9491 0.9602 216
95
+ Chevrolet Spark 0.9863 1.0000 0.9931 216
96
+ Chevrolet Suburban 0.9697 0.8889 0.9275 216
97
+ Chevrolet Tahoe 0.9330 0.9676 0.9500 216
98
+ Chevrolet TrailBlazer 0.9950 0.9209 0.9565 215
99
+ Chevrolet Traverse 1.0000 0.5953 0.7464 215
100
+ Chevrolet Trax 0.9729 1.0000 0.9862 215
101
+ Chevrolet Volt 0.8577 0.9491 0.9011 216
102
+ Chrysler 300 0.8417 0.9352 0.8860 216
103
+ Chrysler Pacifica 0.9813 0.9722 0.9767 216
104
+ Dodge Challenger 0.8395 0.9488 0.8908 215
105
+ Dodge Charger 0.8955 0.8372 0.8654 215
106
+ Dodge Durango 0.9595 0.9861 0.9726 216
107
+ Dodge Grand Caravan 0.9954 0.9954 0.9954 216
108
+ Dodge Journey 0.9676 0.9676 0.9676 216
109
+ FIAT 124 Spider 0.9814 0.9814 0.9814 215
110
+ FIAT 500 0.9100 0.8930 0.9014 215
111
+ FIAT 500L 1.0000 1.0000 1.0000 215
112
  FIAT 500X 1.0000 1.0000 1.0000 216
113
+ FIAT 500e 0.9770 0.9815 0.9792 216
114
+ Ferrari 488 GTB 0.9954 1.0000 0.9977 216
115
+ Ferrari GTC4Lusso 1.0000 1.0000 1.0000 216
116
+ Ferrari Portofino 1.0000 1.0000 1.0000 215
117
  Ford Ecosport 1.0000 1.0000 1.0000 215
118
+ Ford Edge 0.8388 0.9442 0.8884 215
119
+ Ford Escape 0.9455 0.8843 0.9139 216
120
+ Ford Expedition 0.9950 0.9209 0.9565 215
121
+ Ford Explorer 0.9179 0.8837 0.9005 215
122
+ Ford F-150 0.8519 0.8558 0.8538 215
123
+ Ford Fiesta 0.8981 0.8981 0.8981 216
124
+ Ford Flex 0.9858 0.9721 0.9789 215
125
+ Ford Fusion 0.9397 0.8657 0.9012 216
126
+ Ford Mustang 0.8505 0.7674 0.8068 215
127
+ Ford Ranger 0.9760 0.9398 0.9575 216
128
+ Ford Super Duty F-250 0.9206 0.9120 0.9163 216
129
+ Ford Taurus 0.8964 0.9213 0.9087 216
130
+ Ford Transit Connect Wagon 0.9908 1.0000 0.9954 215
131
+ GMC Acadia 0.9425 0.9861 0.9638 216
132
+ GMC Canyon 0.9662 0.9259 0.9456 216
133
+ GMC Sierra 1500 0.8586 0.7907 0.8232 215
134
+ GMC Sierra 2500HD 0.8182 0.8750 0.8456 216
135
+ GMC Terrain 0.9273 0.9444 0.9358 216
136
+ GMC Yukon 0.9591 0.9769 0.9679 216
137
+ Genesis G70 1.0000 0.7778 0.8750 216
138
+ Genesis G80 0.9862 1.0000 0.9931 215
139
+ Genesis G90 0.9640 0.9907 0.9772 216
140
+ Honda Accord 0.8429 0.7454 0.7912 216
141
+ Honda CR-V 0.9144 0.9442 0.9291 215
142
+ Honda Civic 0.8323 0.6465 0.7277 215
143
+ Honda Clarity 0.9845 0.8796 0.9291 216
144
+ Honda Fit 0.9510 0.9023 0.9260 215
145
+ Honda HR-V 0.9863 1.0000 0.9931 216
146
+ Honda Insight 0.8943 0.9442 0.9186 215
147
+ Honda Odyssey 0.9511 0.9907 0.9705 216
148
+ Honda Passport 0.9907 0.9861 0.9884 216
149
+ Honda Pilot 0.9375 0.9767 0.9567 215
150
+ Honda Ridgeline 0.9292 0.9722 0.9502 216
151
+ Hyundai Accent 0.9302 0.9259 0.9281 216
152
+ Hyundai Elantra 0.8191 0.7130 0.7624 216
153
+ Hyundai Ioniq 0.9467 0.9907 0.9682 215
154
+ Hyundai Kona 1.0000 0.9814 0.9906 215
155
+ Hyundai Kona Electric 0.9773 1.0000 0.9885 215
156
+ Hyundai NEXO 1.0000 1.0000 1.0000 215
157
+ Hyundai Palisade 1.0000 1.0000 1.0000 216
158
+ Hyundai Santa Fe 0.8223 0.9213 0.8690 216
159
+ Hyundai Sonata 0.7943 0.7685 0.7812 216
160
+ Hyundai Tucson 0.9314 0.8796 0.9048 216
161
+ Hyundai Veloster 0.9766 0.9676 0.9721 216
162
  Hyundai Venue 1.0000 1.0000 1.0000 216
163
+ INFINITI Q50 0.9257 0.8698 0.8969 215
164
+ INFINITI Q60 0.9345 0.9907 0.9618 216
165
+ INFINITI Q70 1.0000 0.9767 0.9882 215
166
  INFINITI QX30 1.0000 1.0000 1.0000 216
167
+ INFINITI QX50 0.9903 0.9491 0.9693 216
168
+ INFINITI QX60 0.9765 0.9674 0.9720 215
169
+ INFINITI QX80 0.9587 0.9676 0.9631 216
170
+ Jaguar E-Pace 1.0000 1.0000 1.0000 216
171
+ Jaguar F-Pace 0.9953 0.9860 0.9907 215
172
+ Jaguar F-Type 0.9522 0.9213 0.9365 216
173
+ Jaguar I-Pace 0.9773 1.0000 0.9885 215
174
+ Jaguar XE 0.9806 0.9395 0.9596 215
175
+ Jaguar XF 0.8538 0.8419 0.8478 215
176
+ Jaguar XJ 0.8884 0.9628 0.9241 215
177
+ Jeep Cherokee 0.9596 0.9907 0.9749 216
178
+ Jeep Compass 1.0000 0.9628 0.9810 215
179
+ Jeep Gladiator 1.0000 1.0000 1.0000 216
180
+ Jeep Grand Cherokee 0.9519 0.9209 0.9362 215
181
+ Jeep Renegade 1.0000 1.0000 1.0000 216
182
+ Jeep Wrangler 1.0000 0.9815 0.9907 216
183
+ Kia Cadenza 0.9076 1.0000 0.9515 216
184
+ Kia Forte 0.7679 0.8426 0.8035 216
185
+ Kia K900 1.0000 1.0000 1.0000 216
186
+ Kia Niro 0.9638 0.9861 0.9748 216
187
+ Kia Optima 0.8512 0.9537 0.8996 216
188
+ Kia Rio 0.9143 0.8930 0.9035 215
189
+ Kia Sedona 0.9816 0.9861 0.9838 216
190
+ Kia Sorento 0.9266 0.9352 0.9309 216
191
+ Kia Soul 0.9254 0.9814 0.9526 215
192
+ Kia Soul EV 0.9818 1.0000 0.9908 216
193
+ Kia Sportage 0.9638 0.9861 0.9748 216
194
  Kia Stinger 0.9908 1.0000 0.9954 216
195
+ Kia Telluride 0.9862 1.0000 0.9931 215
196
+ Lamborghini Aventador 1.0000 1.0000 1.0000 216
197
+ Lamborghini Huracan 0.9861 0.9861 0.9861 216
198
+ Lamborghini Urus 0.9774 1.0000 0.9886 216
199
+ Land Rover Defender 1.0000 1.0000 1.0000 216
200
+ Land Rover Discovery 0.9513 1.0000 0.9751 215
201
+ Land Rover Discovery Sport 0.9941 0.7778 0.8727 216
202
+ Land Rover Range Rover 0.8500 0.9488 0.8967 215
203
+ Land Rover Range Rover Evoque 0.8164 0.9676 0.8856 216
204
+ Land Rover Range Rover Sport 0.8319 0.8704 0.8507 216
205
+ Land Rover Range Rover Velar 1.0000 0.8419 0.9141 215
206
+ Lexus ES 0.9366 0.8930 0.9143 215
207
+ Lexus GS 0.9054 0.9306 0.9178 216
208
+ Lexus GX 1.0000 1.0000 1.0000 215
209
+ Lexus IS 0.9087 0.8750 0.8915 216
210
+ Lexus LC 0.9908 1.0000 0.9954 215
211
+ Lexus LS 0.9535 0.9491 0.9513 216
212
+ Lexus LX 0.9130 0.9767 0.9438 215
213
+ Lexus NX 0.9953 0.9814 0.9883 215
214
+ Lexus RC 0.9134 0.9769 0.9441 216
215
+ Lexus RX 0.9163 0.9674 0.9412 215
216
  Lexus UX 1.0000 1.0000 1.0000 216
217
+ Lincoln Aviator 0.9464 0.9815 0.9636 216
218
+ Lincoln Continental 0.9110 0.9954 0.9513 216
219
+ Lincoln Corsair 1.0000 0.9581 0.9786 215
220
+ Lincoln MKC 0.9817 1.0000 0.9908 215
221
+ Lincoln MKT 0.9231 1.0000 0.9600 216
222
+ Lincoln MKZ 0.9617 0.9349 0.9481 215
223
+ Lincoln Nautilus 0.9730 1.0000 0.9863 216
224
+ Lincoln Navigator 0.9591 0.9814 0.9701 215
225
+ MINI Clubman 0.9630 0.9674 0.9652 215
226
+ MINI Cooper 0.9461 0.8977 0.9212 215
227
+ MINI Cooper Countryman 0.9716 0.9535 0.9624 215
228
+ Maserati Ghibli 0.9730 1.0000 0.9863 216
229
+ Maserati GranTurismo 0.9128 0.9256 0.9192 215
230
+ Maserati Levante 1.0000 0.9722 0.9859 216
231
+ Maserati Quattroporte 0.9770 0.9860 0.9815 215
232
+ Mazda CX-3 0.9954 1.0000 0.9977 216
233
+ Mazda CX-30 1.0000 1.0000 1.0000 215
234
+ Mazda CX-5 0.8995 0.9163 0.9078 215
235
+ Mazda CX-9 0.9817 0.9954 0.9885 216
236
+ Mazda MAZDA3 0.8549 0.7639 0.8068 216
237
+ Mazda MAZDA6 0.9393 0.9349 0.9371 215
238
+ Mazda MX-5 Miata 0.9484 0.9395 0.9439 215
239
+ Mazda Mazda3 Hatchback 1.0000 1.0000 1.0000 215
240
+ McLaren 570GT 1.0000 1.0000 1.0000 215
241
+ McLaren 570S 0.9863 1.0000 0.9931 216
242
  McLaren 720S 0.9954 1.0000 0.9977 216
243
+ Mercedes-Benz A Class 0.9863 1.0000 0.9931 216
244
+ Mercedes-Benz AMG GT 0.9730 1.0000 0.9863 216
245
+ Mercedes-Benz C Class 0.7512 0.7442 0.7477 215
246
+ Mercedes-Benz CLA Class 0.9091 0.9302 0.9195 215
247
  Mercedes-Benz CLS Class 0.8967 0.8884 0.8925 215
248
+ Mercedes-Benz E Class 0.8257 0.8333 0.8295 216
249
+ Mercedes-Benz EQC 1.0000 1.0000 1.0000 216
250
+ Mercedes-Benz G Class 0.9541 0.9674 0.9607 215
251
+ Mercedes-Benz GLA Class 0.8921 1.0000 0.9430 215
252
  Mercedes-Benz GLB Class 1.0000 1.0000 1.0000 216
253
+ Mercedes-Benz GLC Class 0.8442 0.9070 0.8744 215
254
+ Mercedes-Benz GLE Class 0.9009 0.9676 0.9330 216
255
+ Mercedes-Benz GLS Class 0.9954 1.0000 0.9977 216
256
+ Mercedes-Benz Metris 1.0000 1.0000 1.0000 216
257
+ Mercedes-Benz S Class 0.7840 0.7767 0.7804 215
258
+ Mercedes-Benz SL Class 0.9067 0.9444 0.9252 216
259
  Mercedes-Benz SLC Class 0.9774 1.0000 0.9886 216
260
  Mitsubishi Eclipse Cross 1.0000 1.0000 1.0000 215
261
+ Mitsubishi Mirage 0.9724 0.9769 0.9746 216
262
+ Mitsubishi Outlander 0.9163 0.9630 0.9391 216
263
+ Mitsubishi Outlander Sport 0.9585 0.9674 0.9630 215
264
+ Nissan 370Z 0.9948 0.8796 0.9337 216
265
+ Nissan Altima 0.8632 0.9352 0.8978 216
266
+ Nissan Armada 0.9953 0.9722 0.9836 216
267
+ Nissan Frontier 0.9859 0.9722 0.9790 216
268
+ Nissan GT-R 0.9062 0.9442 0.9248 215
269
+ Nissan Kicks 0.9954 1.0000 0.9977 215
270
+ Nissan Leaf 0.7960 0.9213 0.8541 216
271
+ Nissan Maxima 0.9238 0.9537 0.9385 216
272
+ Nissan Murano 0.9539 0.9583 0.9561 216
273
+ Nissan NV200 0.9954 1.0000 0.9977 216
274
+ Nissan Pathfinder 0.9455 0.9674 0.9563 215
275
+ Nissan Rogue 0.9358 0.9444 0.9401 216
276
+ Nissan Rogue Sport 0.9954 1.0000 0.9977 216
277
+ Nissan Sentra 0.8450 0.7860 0.8145 215
278
+ Nissan Titan 0.8432 0.9213 0.8805 216
279
+ Nissan Versa 0.8932 0.8558 0.8741 215
280
+ Porsche 718 0.9641 0.9954 0.9795 216
281
+ Porsche 718 Spyder 1.0000 1.0000 1.0000 215
282
+ Porsche 911 0.8857 0.8611 0.8732 216
283
+ Porsche Cayenne 0.8259 0.9444 0.8812 216
284
+ Porsche Macan 0.9238 0.9581 0.9406 215
285
+ Porsche Panamera 0.8978 0.9352 0.9161 216
286
  Porsche Taycan 0.9730 1.0000 0.9863 216
287
+ Ram 1500 0.9659 0.9167 0.9406 216
288
+ Ram 2500 0.9234 0.9491 0.9361 216
289
+ Rolls-Royce Cullinan 1.0000 1.0000 1.0000 216
290
+ Rolls-Royce Dawn 1.0000 1.0000 1.0000 216
291
+ Rolls-Royce Ghost 0.9817 1.0000 0.9908 215
292
+ Rolls-Royce Phantom 0.9954 1.0000 0.9977 216
293
+ Rolls-Royce Wraith 1.0000 0.9395 0.9688 215
294
+ Subaru Ascent 0.9774 1.0000 0.9886 216
295
+ Subaru BRZ 0.9509 0.9861 0.9682 216
296
+ Subaru Crosstrek 0.9724 0.9769 0.9746 216
297
+ Subaru Forester 0.9234 0.9491 0.9361 216
298
+ Subaru Impreza 0.8066 0.7917 0.7991 216
299
+ Subaru Legacy 0.7313 0.7685 0.7494 216
300
+ Subaru Outback 0.9200 0.9583 0.9388 216
301
  Subaru STI S209 1.0000 1.0000 1.0000 216
302
+ Subaru WRX 0.9099 0.9395 0.9245 215
303
+ Tesla Model 3 0.9862 1.0000 0.9931 215
304
+ Tesla Model S 0.9336 0.9769 0.9548 216
305
+ Tesla Model X 0.9862 1.0000 0.9931 215
306
+ Tesla Model Y 1.0000 1.0000 1.0000 216
307
+ Toyota 4Runner 0.9817 0.9954 0.9885 216
308
  Toyota 86 0.9954 1.0000 0.9977 216
309
+ Toyota Avalon 0.9314 0.8796 0.9048 216
310
+ Toyota C-HR 0.9954 1.0000 0.9977 216
311
+ Toyota Camry 0.7800 0.9028 0.8369 216
312
+ Toyota Corolla 0.8408 0.7860 0.8125 215
313
+ Toyota Highlander 0.9455 0.8843 0.9139 216
314
+ Toyota Land Cruiser 0.9771 0.9907 0.9838 215
315
+ Toyota Mirai 0.9730 1.0000 0.9863 216
316
+ Toyota Prius 0.8750 0.8750 0.8750 216
317
+ Toyota Prius C 0.9248 0.9676 0.9457 216
318
+ Toyota RAV4 0.9353 0.8744 0.9038 215
319
+ Toyota Sequoia 0.9951 0.9395 0.9665 215
320
+ Toyota Sienna 0.9721 0.9721 0.9721 215
321
+ Toyota Supra 0.9643 1.0000 0.9818 216
322
+ Toyota Tacoma 0.9275 0.8889 0.9078 216
323
+ Toyota Tundra 0.9698 0.8935 0.9301 216
324
+ Toyota Yaris 0.9040 0.8287 0.8647 216
325
  Toyota Yaris Hatchback 1.0000 1.0000 1.0000 216
326
+ Volkswagen Arteon 1.0000 1.0000 1.0000 216
327
+ Volkswagen Atlas 1.0000 0.9954 0.9977 216
328
+ Volkswagen Beetle 0.9404 0.9491 0.9447 216
329
+ Volkswagen Golf 0.9183 0.8884 0.9031 215
330
+ Volkswagen Jetta 0.8093 0.8884 0.8470 215
331
+ Volkswagen Passat 0.8744 0.8419 0.8578 215
332
+ Volkswagen Tiguan 0.9450 0.9537 0.9493 216
333
+ Volkswagen e-Golf 0.9724 0.9814 0.9769 215
334
+ Volvo S60 0.7773 0.8565 0.8150 216
335
+ Volvo S90 0.9638 0.9907 0.9771 215
336
+ Volvo V60 0.8721 0.8843 0.8782 216
337
  Volvo V90 0.9954 1.0000 0.9977 216
338
+ Volvo XC40 0.9862 1.0000 0.9931 215
339
+ Volvo XC60 0.9709 0.9259 0.9479 216
340
+ Volvo XC90 0.9531 0.9398 0.9464 216
341
+ smart fortwo 0.9275 0.8889 0.9078 216
342
 
343
+ accuracy 0.9399 69639
344
+ macro avg 0.9413 0.9399 0.9393 69639
345
+ weighted avg 0.9413 0.9399 0.9393 69639
346
  ```