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README.md

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+---
+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
+---
+
+# 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"]
+```

data/contrast.zip

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+oid sha256:9026fba8ed35e94c9625de95d38d83020c0adb9aca71b9a56c078c1b87dcc8d5
+size 340607167

data/gaussian_noise.zip

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+version https://git-lfs.github.com/spec/v1
+oid sha256:7774a17ac88fe049373d00a40cb21d5cef6c0cf0b16625f413d9e0f5e6766429
+size 919100022

data/impulse_noise.zip

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+version https://git-lfs.github.com/spec/v1
+oid sha256:ed5e80478e44fa8b5ca6016ca8a3155a2507127929c6fa06ffc2e71bd104cc62
+size 1049045920

data/jpeg_compression.zip

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+version https://git-lfs.github.com/spec/v1
+oid sha256:b6e01430d1e0cce12bbcf323f889ff968af663aeb0062a4b91b92580ed7d0462
+size 460660291

data/motion_blur.zip

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+version https://git-lfs.github.com/spec/v1
+oid sha256:ea78e6216df6a70fcc8cb5f546c0140ba5dfd4a506b981c62da3ac0173463090
+size 430540860

data/pixelate.zip

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+oid sha256:fa45a88b91e5f67606f0624b4b11f251c1f7e5618bf32b06b0716af1d9ce1cad
+size 7810061

data/spatter.zip

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+version https://git-lfs.github.com/spec/v1
+oid sha256:f4c97978d1fab550be204866d4f7595e3fd278e615f9a74171d0c5a88ebbdb08
+size 804540937

data/test.zip

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+version https://git-lfs.github.com/spec/v1
+oid sha256:56f3ecdfda5110029362e6f0a6a370e46643df020f0bc305ab8592b4c98bc9fb
+size 977997280

data/train.zip

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+version https://git-lfs.github.com/spec/v1
+oid sha256:5ef52f6bb750d31df9205b49d3a36570c8f723ad3d605e30941d0eb937ddcfab
+size 979944835

stanford_cars.py

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+import datasets
+from datasets.data_files import DataFilesDict
+from datasets.packaged_modules.imagefolder.imagefolder import ImageFolder, ImageFolderConfig
+
+logger = datasets.logging.get_logger(__name__)
+
+
+class StanfordCars(ImageFolder):
+    R"""
+    StanfordCars dataset for image classification.
+    """
+
+    BUILDER_CONFIG_CLASS = ImageFolderConfig
+    BUILDER_CONFIGS = [
+        ImageFolderConfig(
+            name="default",
+            features=("images", "labels"),
+            data_files=DataFilesDict(
+                {
+                    split: f"data/{split}.zip"
+                    for split in ["train", "test"]
+                    + ["contrast", "gaussian_noise", "impulse_noise", "jpeg_compression", "motion_blur", "pixelate", "spatter"]
+                }
+            ),
+        )
+    ]
+
+    classnames = [
+        "AM General Hummer SUV 2000",
+        "Acura RL Sedan 2012",
+        "Acura TL Sedan 2012",
+        "Acura TL Type-S 2008",
+        "Acura TSX Sedan 2012",
+        "Acura Integra Type R 2001",
+        "Acura ZDX Hatchback 2012",
+        "Aston Martin V8 Vantage Convertible 2012",
+        "Aston Martin V8 Vantage Coupe 2012",
+        "Aston Martin Virage Convertible 2012",
+        "Aston Martin Virage Coupe 2012",
+        "Audi RS 4 Convertible 2008",
+        "Audi A5 Coupe 2012",
+        "Audi TTS Coupe 2012",
+        "Audi R8 Coupe 2012",
+        "Audi V8 Sedan 1994",
+        "Audi 100 Sedan 1994",
+        "Audi 100 Wagon 1994",
+        "Audi TT Hatchback 2011",
+        "Audi S6 Sedan 2011",
+        "Audi S5 Convertible 2012",
+        "Audi S5 Coupe 2012",
+        "Audi S4 Sedan 2012",
+        "Audi S4 Sedan 2007",
+        "Audi TT RS Coupe 2012",
+        "BMW ActiveHybrid 5 Sedan 2012",
+        "BMW 1 Series Convertible 2012",
+        "BMW 1 Series Coupe 2012",
+        "BMW 3 Series Sedan 2012",
+        "BMW 3 Series Wagon 2012",
+        "BMW 6 Series Convertible 2007",
+        "BMW X5 SUV 2007",
+        "BMW X6 SUV 2012",
+        "BMW M3 Coupe 2012",
+        "BMW M5 Sedan 2010",
+        "BMW M6 Convertible 2010",
+        "BMW X3 SUV 2012",
+        "BMW Z4 Convertible 2012",
+        "Bentley Continental Supersports Conv. Convertible 2012",
+        "Bentley Arnage Sedan 2009",
+        "Bentley Mulsanne Sedan 2011",
+        "Bentley Continental GT Coupe 2012",
+        "Bentley Continental GT Coupe 2007",
+        "Bentley Continental Flying Spur Sedan 2007",
+        "Bugatti Veyron 16.4 Convertible 2009",
+        "Bugatti Veyron 16.4 Coupe 2009",
+        "Buick Regal GS 2012",
+        "Buick Rainier SUV 2007",
+        "Buick Verano Sedan 2012",
+        "Buick Enclave SUV 2012",
+        "Cadillac CTS-V Sedan 2012",
+        "Cadillac SRX SUV 2012",
+        "Cadillac Escalade EXT Crew Cab 2007",
+        "Chevrolet Silverado 1500 Hybrid Crew Cab 2012",
+        "Chevrolet Corvette Convertible 2012",
+        "Chevrolet Corvette ZR1 2012",
+        "Chevrolet Corvette Ron Fellows Edition Z06 2007",
+        "Chevrolet Traverse SUV 2012",
+        "Chevrolet Camaro Convertible 2012",
+        "Chevrolet HHR SS 2010",
+        "Chevrolet Impala Sedan 2007",
+        "Chevrolet Tahoe Hybrid SUV 2012",
+        "Chevrolet Sonic Sedan 2012",
+        "Chevrolet Express Cargo Van 2007",
+        "Chevrolet Avalanche Crew Cab 2012",
+        "Chevrolet Cobalt SS 2010",
+        "Chevrolet Malibu Hybrid Sedan 2010",
+        "Chevrolet TrailBlazer SS 2009",
+        "Chevrolet Silverado 2500HD Regular Cab 2012",
+        "Chevrolet Silverado 1500 Classic Extended Cab 2007",
+        "Chevrolet Express Van 2007",
+        "Chevrolet Monte Carlo Coupe 2007",
+        "Chevrolet Malibu Sedan 2007",
+        "Chevrolet Silverado 1500 Extended Cab 2012",
+        "Chevrolet Silverado 1500 Regular Cab 2012",
+        "Chrysler Aspen SUV 2009",
+        "Chrysler Sebring Convertible 2010",
+        "Chrysler Town and Country Minivan 2012",
+        "Chrysler 300 SRT-8 2010",
+        "Chrysler Crossfire Convertible 2008",
+        "Chrysler PT Cruiser Convertible 2008",
+        "Daewoo Nubira Wagon 2002",
+        "Dodge Caliber Wagon 2012",
+        "Dodge Caliber Wagon 2007",
+        "Dodge Caravan Minivan 1997",
+        "Dodge Ram Pickup 3500 Crew Cab 2010",
+        "Dodge Ram Pickup 3500 Quad Cab 2009",
+        "Dodge Sprinter Cargo Van 2009",
+        "Dodge Journey SUV 2012",
+        "Dodge Dakota Crew Cab 2010",
+        "Dodge Dakota Club Cab 2007",
+        "Dodge Magnum Wagon 2008",
+        "Dodge Challenger SRT8 2011",
+        "Dodge Durango SUV 2012",
+        "Dodge Durango SUV 2007",
+        "Dodge Charger Sedan 2012",
+        "Dodge Charger SRT-8 2009",
+        "Eagle Talon Hatchback 1998",
+        "FIAT 500 Abarth 2012",
+        "FIAT 500 Convertible 2012",
+        "Ferrari FF Coupe 2012",
+        "Ferrari California Convertible 2012",
+        "Ferrari 458 Italia Convertible 2012",
+        "Ferrari 458 Italia Coupe 2012",
+        "Fisker Karma Sedan 2012",
+        "Ford F-450 Super Duty Crew Cab 2012",
+        "Ford Mustang Convertible 2007",
+        "Ford Freestar Minivan 2007",
+        "Ford Expedition EL SUV 2009",
+        "Ford Edge SUV 2012",
+        "Ford Ranger SuperCab 2011",
+        "Ford GT Coupe 2006",
+        "Ford F-150 Regular Cab 2012",
+        "Ford F-150 Regular Cab 2007",
+        "Ford Focus Sedan 2007",
+        "Ford E-Series Wagon Van 2012",
+        "Ford Fiesta Sedan 2012",
+        "GMC Terrain SUV 2012",
+        "GMC Savana Van 2012",
+        "GMC Yukon Hybrid SUV 2012",
+        "GMC Acadia SUV 2012",
+        "GMC Canyon Extended Cab 2012",
+        "Geo Metro Convertible 1993",
+        "HUMMER H3T Crew Cab 2010",
+        "HUMMER H2 SUT Crew Cab 2009",
+        "Honda Odyssey Minivan 2012",
+        "Honda Odyssey Minivan 2007",
+        "Honda Accord Coupe 2012",
+        "Honda Accord Sedan 2012",
+        "Hyundai Veloster Hatchback 2012",
+        "Hyundai Santa Fe SUV 2012",
+        "Hyundai Tucson SUV 2012",
+        "Hyundai Veracruz SUV 2012",
+        "Hyundai Sonata Hybrid Sedan 2012",
+        "Hyundai Elantra Sedan 2007",
+        "Hyundai Accent Sedan 2012",
+        "Hyundai Genesis Sedan 2012",
+        "Hyundai Sonata Sedan 2012",
+        "Hyundai Elantra Touring Hatchback 2012",
+        "Hyundai Azera Sedan 2012",
+        "Infiniti G Coupe IPL 2012",
+        "Infiniti QX56 SUV 2011",
+        "Isuzu Ascender SUV 2008",
+        "Jaguar XK XKR 2012",
+        "Jeep Patriot SUV 2012",
+        "Jeep Wrangler SUV 2012",
+        "Jeep Liberty SUV 2012",
+        "Jeep Grand Cherokee SUV 2012",
+        "Jeep Compass SUV 2012",
+        "Lamborghini Reventon Coupe 2008",
+        "Lamborghini Aventador Coupe 2012",
+        "Lamborghini Gallardo LP 570-4 Superleggera 2012",
+        "Lamborghini Diablo Coupe 2001",
+        "Land Rover Range Rover SUV 2012",
+        "Land Rover LR2 SUV 2012",
+        "Lincoln Town Car Sedan 2011",
+        "MINI Cooper Roadster Convertible 2012",
+        "Maybach Landaulet Convertible 2012",
+        "Mazda Tribute SUV 2011",
+        "McLaren MP4-12C Coupe 2012",
+        "Mercedes-Benz 300-Class Convertible 1993",
+        "Mercedes-Benz C-Class Sedan 2012",
+        "Mercedes-Benz SL-Class Coupe 2009",
+        "Mercedes-Benz E-Class Sedan 2012",
+        "Mercedes-Benz S-Class Sedan 2012",
+        "Mercedes-Benz Sprinter Van 2012",
+        "Mitsubishi Lancer Sedan 2012",
+        "Nissan Leaf Hatchback 2012",
+        "Nissan NV Passenger Van 2012",
+        "Nissan Juke Hatchback 2012",
+        "Nissan 240SX Coupe 1998",
+        "Plymouth Neon Coupe 1999",
+        "Porsche Panamera Sedan 2012",
+        "Ram C/V Cargo Van Minivan 2012",
+        "Rolls-Royce Phantom Drophead Coupe Convertible 2012",
+        "Rolls-Royce Ghost Sedan 2012",
+        "Rolls-Royce Phantom Sedan 2012",
+        "Scion xD Hatchback 2012",
+        "Spyker C8 Convertible 2009",
+        "Spyker C8 Coupe 2009",
+        "Suzuki Aerio Sedan 2007",
+        "Suzuki Kizashi Sedan 2012",
+        "Suzuki SX4 Hatchback 2012",
+        "Suzuki SX4 Sedan 2012",
+        "Tesla Model S Sedan 2012",
+        "Toyota Sequoia SUV 2012",
+        "Toyota Camry Sedan 2012",
+        "Toyota Corolla Sedan 2012",
+        "Toyota 4Runner SUV 2012",
+        "Volkswagen Golf Hatchback 2012",
+        "Volkswagen Golf Hatchback 1991",
+        "Volkswagen Beetle Hatchback 2012",
+        "Volvo C30 Hatchback 2012",
+        "Volvo 240 Sedan 1993",
+        "Volvo XC90 SUV 2007",
+        "smart fortwo Convertible 2012",
+    ]
+
+    clip_templates = [
+        lambda c: f"a photo of a {c}.",
+        lambda c: f"a photo of the {c}.",
+        lambda c: f"a photo of my {c}.",
+        lambda c: f"i love my {c}!",
+        lambda c: f"a photo of my dirty {c}.",
+        lambda c: f"a photo of my clean {c}.",
+        lambda c: f"a photo of my new {c}.",
+        lambda c: f"a photo of my old {c}.",
+    ]
+
+    def _info(self):
+        return datasets.DatasetInfo(
+            description="StanfordCars dataset for image classification.",
+            features=datasets.Features(
+                {
+                    "image": datasets.Image(),
+                    "label": datasets.ClassLabel(names=self.classnames),
+                }
+            ),
+            supervised_keys=("image", "label"),
+            task_templates=[datasets.ImageClassification(image_column="image", label_column="label")],
+        )