Stanford Dogs

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 12,000 training images, a typical image has 16.

Images

Browse 12,000 images Open an image to see its concepts and where else each one appears.

Great Dane

Scotch terrier

Norwegian elkhound

Lhasa

Pomeranian

Welsh springer spaniel

Lakeland terrier

Newfoundland

Concepts

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

Concept #1019 650 images

dingo · golden retriever · Saluki

Concept #392 340 images

silky terrier · Yorkshire terrier · Australian terrier

Concept #718 280 images

Kerry blue terrier · Bouvier des Flandres · Bedlington terrier

Concept #303 165 images

Staffordshire bullterrier · American Staffordshire terrier · Great Dane

Concept #178 296 images

Appenzeller · EntleBucher · Greater Swiss Mountain dog

Concept #777 357 images

toy poodle · miniature poodle · standard poodle

Concept #565 131 images

miniature schnauzer · wire-haired fox terrier · Tibetan terrier

Concept #307 317 images

Japanese spaniel · Pekinese · Pomeranian