{"type":"ScholarlyArticle","title":"Inferring Image Templates from Classification Decisions","authors":[{"name":"Arnab Dhua","slug":"arnab-dhua","given":"Arnab","family":"Dhua","affiliation":""},{"name":"Florin Cutzu","slug":"florin-cutzu","given":"Florin","family":"Cutzu","affiliation":""}],"abstract":"Assuming human image classification decisions are based on estimating the degree of match between a small number of stored internal templates and certain regions of the input images, we present an algorithm which infers observers classification templates from their classification decisions on a set of test images. The problem is formulated as learning prototypes from labeled data under an adjustable, prototype-specific elliptical metric. The matrix of the elliptical metric indicates the pixels that the template responds to. The model was applied to human psychophysical data collected in a simple image classification experiment.","doi":null,"url":"https://ijcai.org/proceedings/2005/183","pdf":"https://ijcai.org/proceedings/2005/0183.pdf","markdown":"https://ijcai.org/proceedings/2005/183.md","bibtex":"https://ijcai.org/proceedings/2005/bibtex/183","volume":{"slug":"2005","title":"Proceedings of the Nineteenth International Joint Conference on Artificial Intelligence","short_title":"IJCAI 2005","url":"https://ijcai.org/proceedings/2005/","year":2005,"location":"Edinburgh, Scotland, UK","dates":"","editors":"","isbn":"","publisher":"International Joint Conferences on Artificial Intelligence","doi_prefix":""},"section":null,"track":"","number":183,"pages":{"first":1446,"last":1450},"keywords":[],"videos":[],"references":[],"license_note":"Copyright International Joint Conferences on Artificial Intelligence."}