A Unified Process for Visual-Interactive Labeling

Bernard, Jürgen; Zeppelzauer, Matthias; Sedlmair, Michael; Aigner, Wolfgang

A Unified Process for Visual-Interactive Labeling

Files

073-077.pdf (601.23 KB)

Date

2017

Authors

Bernard, Jürgen
Zeppelzauer, Matthias
Sedlmair, Michael
Aigner, Wolfgang

Publisher

The Eurographics Association

Abstract

Assigning labels to data instances is a prerequisite for many machine learning tasks. Similarly, labeling is applied in visualinteractive analysis approaches. However, the strategies for creating labels often differ in the two fields. In this paper, we study the process of labeling data instances with the user in the loop, from both the machine learning and visual-interactive perspective. Based on a review of differences and commonalities, we propose the 'Visual-Interactive Labeling' (VIAL) process, conflating the strengths of both. We describe the six major steps of the process and highlight their related challenges.

        @inproceedings{10.2312:eurova.20171123
,
booktitle = {EuroVis Workshop on Visual Analytics (EuroVA)
},
editor = {Michael Sedlmair and Christian Tominski
},
title = {{A Unified Process for Visual-Interactive Labeling
}},
author = {Bernard, Jürgen and 
Zeppelzauer, Matthias and 
Sedlmair, Michael and 
Aigner, Wolfgang
},
year = {2017
},
publisher = {The Eurographics Association
},
ISBN = {978-3-03868-042-0
},
DOI = {10.2312/eurova.20171123
}
}