Animals with attributes

by Christoph H. Lampert,Hannes Nickisch,Stefan HarmelingUnknown

Animals with attributes

This dataset provides a plattform to benchmark transfer-learning algorithms, in particular attribute base classification [1,2]. It consists of 30475 images of 50 animals classes with six pre-extracted feature representations for each image. The animals classes are aligned with Osherson's classical class/attribute matrix [3,4], thereby providing 85 numeric attribute values for each class. Using the shared attributes, it is possible to transfer information between different classes.

Dataset Attributes

Label SVG
TasksClassification
Label SVG
CategoriesAnimal, Wildlife, Creatures
Label SVG
SensorRGB Camera

Class Labels

blackwhitebluebrowngrayorangeredyellowpatchesspotsstripesfurryhairlesstoughskinbigsmallbulbousleanflippershandshoovespadspawslongleglongnecktailchewteethmeatteethbuckteethstrainteethhornsclawstuskssmellyflyshopsswimstunnelswalksfastslowstrongweakmusclebipedalquadrapedalactiveinactivenocturnalhibernateagilityfishmeatplanktonvegetationinsectsforagergrazerhunterscavengerskimmerstalkernewworldoldworldarcticcoastaldesertbushplainsforestfieldsjunglemountainsoceangroundwatertreecavefiercetimidsmartgroupsolitarynestspotdomestic