Datasets:
File size: 11,040 Bytes
cb4cc8e 9abf6cf cb4cc8e 9abf6cf cb4cc8e 9abf6cf cb4cc8e 9abf6cf cb4cc8e 9abf6cf cb4cc8e 9abf6cf cb4cc8e 9abf6cf cb4cc8e 9abf6cf cb4cc8e 9abf6cf cb4cc8e 9abf6cf cb4cc8e 9abf6cf cb4cc8e eecb78e |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 |
---
language:
- en
size_categories:
- 100K<n<1M
task_categories:
- image-classification
dataset_info:
features:
- name: image
dtype: image
- name: label
dtype:
class_label:
names:
'0': AM General Hummer SUV 2000
'1': Acura RL Sedan 2012
'2': Acura TL Sedan 2012
'3': Acura TL Type-S 2008
'4': Acura TSX Sedan 2012
'5': Acura Integra Type R 2001
'6': Acura ZDX Hatchback 2012
'7': Aston Martin V8 Vantage Convertible 2012
'8': Aston Martin V8 Vantage Coupe 2012
'9': Aston Martin Virage Convertible 2012
'10': Aston Martin Virage Coupe 2012
'11': Audi RS 4 Convertible 2008
'12': Audi A5 Coupe 2012
'13': Audi TTS Coupe 2012
'14': Audi R8 Coupe 2012
'15': Audi V8 Sedan 1994
'16': Audi 100 Sedan 1994
'17': Audi 100 Wagon 1994
'18': Audi TT Hatchback 2011
'19': Audi S6 Sedan 2011
'20': Audi S5 Convertible 2012
'21': Audi S5 Coupe 2012
'22': Audi S4 Sedan 2012
'23': Audi S4 Sedan 2007
'24': Audi TT RS Coupe 2012
'25': BMW ActiveHybrid 5 Sedan 2012
'26': BMW 1 Series Convertible 2012
'27': BMW 1 Series Coupe 2012
'28': BMW 3 Series Sedan 2012
'29': BMW 3 Series Wagon 2012
'30': BMW 6 Series Convertible 2007
'31': BMW X5 SUV 2007
'32': BMW X6 SUV 2012
'33': BMW M3 Coupe 2012
'34': BMW M5 Sedan 2010
'35': BMW M6 Convertible 2010
'36': BMW X3 SUV 2012
'37': BMW Z4 Convertible 2012
'38': Bentley Continental Supersports Conv. Convertible 2012
'39': Bentley Arnage Sedan 2009
'40': Bentley Mulsanne Sedan 2011
'41': Bentley Continental GT Coupe 2012
'42': Bentley Continental GT Coupe 2007
'43': Bentley Continental Flying Spur Sedan 2007
'44': Bugatti Veyron 16.4 Convertible 2009
'45': Bugatti Veyron 16.4 Coupe 2009
'46': Buick Regal GS 2012
'47': Buick Rainier SUV 2007
'48': Buick Verano Sedan 2012
'49': Buick Enclave SUV 2012
'50': Cadillac CTS-V Sedan 2012
'51': Cadillac SRX SUV 2012
'52': Cadillac Escalade EXT Crew Cab 2007
'53': Chevrolet Silverado 1500 Hybrid Crew Cab 2012
'54': Chevrolet Corvette Convertible 2012
'55': Chevrolet Corvette ZR1 2012
'56': Chevrolet Corvette Ron Fellows Edition Z06 2007
'57': Chevrolet Traverse SUV 2012
'58': Chevrolet Camaro Convertible 2012
'59': Chevrolet HHR SS 2010
'60': Chevrolet Impala Sedan 2007
'61': Chevrolet Tahoe Hybrid SUV 2012
'62': Chevrolet Sonic Sedan 2012
'63': Chevrolet Express Cargo Van 2007
'64': Chevrolet Avalanche Crew Cab 2012
'65': Chevrolet Cobalt SS 2010
'66': Chevrolet Malibu Hybrid Sedan 2010
'67': Chevrolet TrailBlazer SS 2009
'68': Chevrolet Silverado 2500HD Regular Cab 2012
'69': Chevrolet Silverado 1500 Classic Extended Cab 2007
'70': Chevrolet Express Van 2007
'71': Chevrolet Monte Carlo Coupe 2007
'72': Chevrolet Malibu Sedan 2007
'73': Chevrolet Silverado 1500 Extended Cab 2012
'74': Chevrolet Silverado 1500 Regular Cab 2012
'75': Chrysler Aspen SUV 2009
'76': Chrysler Sebring Convertible 2010
'77': Chrysler Town and Country Minivan 2012
'78': Chrysler 300 SRT-8 2010
'79': Chrysler Crossfire Convertible 2008
'80': Chrysler PT Cruiser Convertible 2008
'81': Daewoo Nubira Wagon 2002
'82': Dodge Caliber Wagon 2012
'83': Dodge Caliber Wagon 2007
'84': Dodge Caravan Minivan 1997
'85': Dodge Ram Pickup 3500 Crew Cab 2010
'86': Dodge Ram Pickup 3500 Quad Cab 2009
'87': Dodge Sprinter Cargo Van 2009
'88': Dodge Journey SUV 2012
'89': Dodge Dakota Crew Cab 2010
'90': Dodge Dakota Club Cab 2007
'91': Dodge Magnum Wagon 2008
'92': Dodge Challenger SRT8 2011
'93': Dodge Durango SUV 2012
'94': Dodge Durango SUV 2007
'95': Dodge Charger Sedan 2012
'96': Dodge Charger SRT-8 2009
'97': Eagle Talon Hatchback 1998
'98': FIAT 500 Abarth 2012
'99': FIAT 500 Convertible 2012
'100': Ferrari FF Coupe 2012
'101': Ferrari California Convertible 2012
'102': Ferrari 458 Italia Convertible 2012
'103': Ferrari 458 Italia Coupe 2012
'104': Fisker Karma Sedan 2012
'105': Ford F-450 Super Duty Crew Cab 2012
'106': Ford Mustang Convertible 2007
'107': Ford Freestar Minivan 2007
'108': Ford Expedition EL SUV 2009
'109': Ford Edge SUV 2012
'110': Ford Ranger SuperCab 2011
'111': Ford GT Coupe 2006
'112': Ford F-150 Regular Cab 2012
'113': Ford F-150 Regular Cab 2007
'114': Ford Focus Sedan 2007
'115': Ford E-Series Wagon Van 2012
'116': Ford Fiesta Sedan 2012
'117': GMC Terrain SUV 2012
'118': GMC Savana Van 2012
'119': GMC Yukon Hybrid SUV 2012
'120': GMC Acadia SUV 2012
'121': GMC Canyon Extended Cab 2012
'122': Geo Metro Convertible 1993
'123': HUMMER H3T Crew Cab 2010
'124': HUMMER H2 SUT Crew Cab 2009
'125': Honda Odyssey Minivan 2012
'126': Honda Odyssey Minivan 2007
'127': Honda Accord Coupe 2012
'128': Honda Accord Sedan 2012
'129': Hyundai Veloster Hatchback 2012
'130': Hyundai Santa Fe SUV 2012
'131': Hyundai Tucson SUV 2012
'132': Hyundai Veracruz SUV 2012
'133': Hyundai Sonata Hybrid Sedan 2012
'134': Hyundai Elantra Sedan 2007
'135': Hyundai Accent Sedan 2012
'136': Hyundai Genesis Sedan 2012
'137': Hyundai Sonata Sedan 2012
'138': Hyundai Elantra Touring Hatchback 2012
'139': Hyundai Azera Sedan 2012
'140': Infiniti G Coupe IPL 2012
'141': Infiniti QX56 SUV 2011
'142': Isuzu Ascender SUV 2008
'143': Jaguar XK XKR 2012
'144': Jeep Patriot SUV 2012
'145': Jeep Wrangler SUV 2012
'146': Jeep Liberty SUV 2012
'147': Jeep Grand Cherokee SUV 2012
'148': Jeep Compass SUV 2012
'149': Lamborghini Reventon Coupe 2008
'150': Lamborghini Aventador Coupe 2012
'151': Lamborghini Gallardo LP 570-4 Superleggera 2012
'152': Lamborghini Diablo Coupe 2001
'153': Land Rover Range Rover SUV 2012
'154': Land Rover LR2 SUV 2012
'155': Lincoln Town Car Sedan 2011
'156': MINI Cooper Roadster Convertible 2012
'157': Maybach Landaulet Convertible 2012
'158': Mazda Tribute SUV 2011
'159': McLaren MP4-12C Coupe 2012
'160': Mercedes-Benz 300-Class Convertible 1993
'161': Mercedes-Benz C-Class Sedan 2012
'162': Mercedes-Benz SL-Class Coupe 2009
'163': Mercedes-Benz E-Class Sedan 2012
'164': Mercedes-Benz S-Class Sedan 2012
'165': Mercedes-Benz Sprinter Van 2012
'166': Mitsubishi Lancer Sedan 2012
'167': Nissan Leaf Hatchback 2012
'168': Nissan NV Passenger Van 2012
'169': Nissan Juke Hatchback 2012
'170': Nissan 240SX Coupe 1998
'171': Plymouth Neon Coupe 1999
'172': Porsche Panamera Sedan 2012
'173': Ram C/V Cargo Van Minivan 2012
'174': Rolls-Royce Phantom Drophead Coupe Convertible 2012
'175': Rolls-Royce Ghost Sedan 2012
'176': Rolls-Royce Phantom Sedan 2012
'177': Scion xD Hatchback 2012
'178': Spyker C8 Convertible 2009
'179': Spyker C8 Coupe 2009
'180': Suzuki Aerio Sedan 2007
'181': Suzuki Kizashi Sedan 2012
'182': Suzuki SX4 Hatchback 2012
'183': Suzuki SX4 Sedan 2012
'184': Tesla Model S Sedan 2012
'185': Toyota Sequoia SUV 2012
'186': Toyota Camry Sedan 2012
'187': Toyota Corolla Sedan 2012
'188': Toyota 4Runner SUV 2012
'189': Volkswagen Golf Hatchback 2012
'190': Volkswagen Golf Hatchback 1991
'191': Volkswagen Beetle Hatchback 2012
'192': Volvo C30 Hatchback 2012
'193': Volvo 240 Sedan 1993
'194': Volvo XC90 SUV 2007
'195': smart fortwo Convertible 2012
splits:
- name: train
num_bytes: 836228485.28
num_examples: 8144
- name: test
num_bytes: 820916696.759
num_examples: 8041
- name: contrast
num_bytes: 294933529.863
num_examples: 8041
- name: gaussian_noise
num_bytes: 788128272.904
num_examples: 8041
- name: impulse_noise
num_bytes: 906353753.057
num_examples: 8041
- name: jpeg_compression
num_bytes: 394863676.52
num_examples: 8041
- name: motion_blur
num_bytes: 372390215.301
num_examples: 8041
- name: pixelate
num_bytes: 7894555.938
num_examples: 8041
- name: spatter
num_bytes: 692942284.083
num_examples: 8041
download_size: 6016497364
dataset_size: 5114651469.705
configs:
- config_name: default
data_files:
- split: train
path: data/train-*
- split: test
path: data/test-*
- split: contrast
path: data/contrast-*
- split: gaussian_noise
path: data/gaussian_noise-*
- split: impulse_noise
path: data/impulse_noise-*
- split: jpeg_compression
path: data/jpeg_compression-*
- split: motion_blur
path: data/motion_blur-*
- split: pixelate
path: data/pixelate-*
- split: spatter
path: data/spatter-*
---
# Stanford Cars Dataset
## Dataset Overview
- **Splits**:
- **Training**: 8144 images used for model training.
- **Test**: 8041 images used for evaluation.
- **Contrast**: 8041 images with high contrast for robustness testing.
- **Gaussian Noise**: 8041 images corrupted by Gaussian noise for robustness testing.
- **Impulse Noise**: 8041 images corrupted by impulse noise for robustness testing.
- **JPEG Compression**: 8041 compressed images for robustness testing.
- **Motion Blur**: 8041 images with motion blur for robustness testing.
- **Pixelate**: 8041 pixelated images for robustness testing.
- **Spatter**: 8041 images corrupted by spatter for robustness testing.
## Usage Examples
```python
from datasets import load_dataset
# Load the dataset in a tabular format with image URLs and metadata
dataset = load_dataset("tanganke/stanford_cars")
# Access the training set directly
train_set = dataset["train"]
``` |