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