McGuinness, Kevin and O'Connor, Noel E. ORCID: 0000-0002-4033-9135 (2011) Toward automated evaluation of interactive segmentation. Computer Vision and Image Understanding, 115 (6). pp. 868-884. ISSN 1077-3142
Abstract
We previously described a system for evaluating interactive segmentation by means of user experiments (McGuinness and O’Connor, 2010). This method, while effective, is time-consuming and labor-intensive. This paper aims to make evaluation more practicable by investigating if it is feasible to automate user interactions. To this end, we propose a general algorithm for driving the segmentation that uses the ground truth and current segmentation error to automatically simulate user interactions. We investigate four strategies for selecting which pixels will form the next interaction. The first of these is a simple, deterministic strategy; the remaining three strategies are probabilistic, and focus on more realistically approximating a real user. We evaluate four interactive segmentation algorithms using these strategies, and compare the results with our previous user experiment-based evaluation. The results show that automated evaluation is both feasible and useful.
Metadata
Item Type: | Article (Published) |
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Refereed: | Yes |
Uncontrolled Keywords: | Image Segmentation, Segmentation Evaluation |
Subjects: | Computer Science > Interactive computer systems Computer Science > Image processing Computer Science > Algorithms Computer Science > Computer simulation |
DCU Faculties and Centres: | DCU Faculties and Schools > Faculty of Engineering and Computing > School of Electronic Engineering Research Institutes and Centres > CLARITY: The Centre for Sensor Web Technologies |
Publisher: | Elsevier |
Official URL: | http://dx.doi.org/10.1016/j.cviu.2011.02.011 |
Copyright Information: | © Elsevier 2011. |
Use License: | This item is licensed under a Creative Commons Attribution-NonCommercial-Share Alike 3.0 License. View License |
Funders: | K-Space, CLARITY |
ID Code: | 16307 |
Deposited On: | 05 May 2011 09:45 by Dr. Kevin McGuinness . Last Modified 22 Oct 2018 15:34 |
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