This paper describes the first edition of the Domain Adaptation Task at ImageCLEF 2014. Domain adaptation refers to the challenge of leveraging over knowledge acquired when learning to recognize given classes on a database, when using a different data collection. We describe the scientific motivations behind the task, the research challenge on which the 2014 edition focused, the data and evaluation metric and results obtained by participants. After a discussion on the lesson learned during this first edition, we conclude with possible ideas for future editions of the task.

Overview of the ImageCLEF 2014 Domain Adaptation Task / Caputo, Barbara; Patricia, Novi. - STAMPA. - 1180:(2014), pp. 341-347. (Intervento presentato al convegno 2014 Cross Language Evaluation Forum Conference, CLEF 2014 tenutosi a Sheffield; UK nel 15-18 September 2014).

Overview of the ImageCLEF 2014 Domain Adaptation Task

CAPUTO, BARBARA;PATRICIA, NOVI
2014

Abstract

This paper describes the first edition of the Domain Adaptation Task at ImageCLEF 2014. Domain adaptation refers to the challenge of leveraging over knowledge acquired when learning to recognize given classes on a database, when using a different data collection. We describe the scientific motivations behind the task, the research challenge on which the 2014 edition focused, the data and evaluation metric and results obtained by participants. After a discussion on the lesson learned during this first edition, we conclude with possible ideas for future editions of the task.
2014
2014 Cross Language Evaluation Forum Conference, CLEF 2014
Computer Science (all)
04 Pubblicazione in atti di convegno::04b Atto di convegno in volume
Overview of the ImageCLEF 2014 Domain Adaptation Task / Caputo, Barbara; Patricia, Novi. - STAMPA. - 1180:(2014), pp. 341-347. (Intervento presentato al convegno 2014 Cross Language Evaluation Forum Conference, CLEF 2014 tenutosi a Sheffield; UK nel 15-18 September 2014).
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/951719
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