metadata

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

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"]