Datasets:
Tasks:
Image Classification
Modalities:
Image
Formats:
parquet
Languages:
English
Size:
10K<n<100K
Tags:
| 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"] | |
| ``` |