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---
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"]
```