---
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: 998210
    num_examples: 8144
  - name: test
    num_bytes: 969502
    num_examples: 8041
  - name: contrast
    num_bytes: 1033830
    num_examples: 8041
  - name: gaussian_noise
    num_bytes: 1130322
    num_examples: 8041
  - name: impulse_noise
    num_bytes: 1114240
    num_examples: 8041
  - name: jpeg_compression
    num_bytes: 1162486
    num_examples: 8041
  - name: motion_blur
    num_bytes: 1082076
    num_examples: 8041
  - name: pixelate
    num_bytes: 1033830
    num_examples: 8041
  - name: spatter
    num_bytes: 1017748
    num_examples: 8041
  download_size: 5970247373
  dataset_size: 9542244
task_categories:
- image-classification
language:
- en
size_categories:
- 100K<n<1M
---

# 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"]
```