Stanford Cars

A frozen DINOv2 ViT-S/14 backbone with a dictionary of 1,024 concepts, up to 16 per image, and 16 quantized attributes of 64 values each. Across its 8,144 training images, a typical image has 16.

Images

Browse 8,144 images Open an image to see its concepts and where else each one appears.

Dodge Durango SUV 2012

Mercedes-Benz Sprinter Van 2012

Ferrari 458 Italia Coupe 2012

HUMMER H2 SUT Crew Cab 2009

Nissan Leaf Hatchback 2012

Mercedes-Benz 300-Class Convertible 1993

Audi TT Hatchback 2011

Ford E-Series Wagon Van 2012

Concepts

All concepts Each card shows a concept's strongest match in four different classes.

Concept #725 3,384 images

Cadillac Escalade EXT Crew Cab 2007 · Bentley Continental GT Coupe 2007 · Chrysler Crossfire Convertible 2008

Concept #488 121 images

Chevrolet Silverado 1500 Extended Cab 2012 · Chevrolet Silverado 2500HD Regular Cab 2012 · Chevrolet Silverado 1500 Regular Cab 2012

Concept #862 60 images

GMC Savana Van 2012 · Dodge Sprinter Cargo Van 2009 · Chevrolet Express Van 2007

Concept #914 93 images

Volvo 240 Sedan 1993 · Volkswagen Golf Hatchback 1991 · Audi V8 Sedan 1994

Concept #758 205 images

Chevrolet Silverado 1500 Classic Extended Cab 2007 · Chevrolet Silverado 1500 Hybrid Crew Cab 2012 · Dodge Dakota Club Cab 2007

Concept #61 641 images

Ferrari 458 Italia Coupe 2012 · Bugatti Veyron 16.4 Coupe 2009 · Lamborghini Aventador Coupe 2012

Concept #349 487 images

Ford F-450 Super Duty Crew Cab 2012 · Cadillac Escalade EXT Crew Cab 2007 · Dodge Durango SUV 2007

Concept #390 430 images

Volvo C30 Hatchback 2012 · Audi 100 Wagon 1994 · Chevrolet Avalanche Crew Cab 2012