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An Introduction to Evaluation in
Medical Visualization
Noeska Smit1 and Kai Lawonn2
1TU Delft, The Netherlands
2University of Koblenz · Landau, Germany
2
3
4
https://commons.wikimedia.org/w/index.php?curid=10570695
And he liked it very much…
5
Evaluation
• Munzner’s nested model for visualization design and validation
6
Munzner: "A nested model for visualization design and
validation."Visualization and Computer Graphics, IEEE
Transactions on 15.6 (2009): 921-928.
Evaluation
• Isenberg et al.: 10 years of VIS paper evaluations
• Trend: more evaluations involving participants
7
Isenberg et al.: "A systematic review on the practice of
evaluating visualization.“IEEE Transactions on
Visualization and Computer Graphics, 19.12 (2013): 2818-
2827.
Evaluation Types
• Performance evaluation
• Case study
• User study
8
Performance Evaluation
• Measurable quantities:
• Timings: rendering, preprocessing, framerates
• Compared to similar methods
• On the same data (OSIRIX, AIM@SHAPE)
9
Case Study
• Apply method to clinical data
• What is shown/new insights
• Should be done by domain experts, otherwise usage scenarios
10
User Study
• Observation
• Task comparison
• Interview
• Evaluation form
11
Which Users?
• Domain experts, students in the field
• People in the lab, students
• Depending on task: random people on the street
12
Practical Examples
• Medical education application
• Visualization of multimodal PET/CT data
13
The Online Anatomical Human
14
Smit et al.: “The Online Anatomical Human: Web-based Anatomy
Education” Proceedings of Eurographics Education Papers 2016
The Online Anatomical Human
15https://vimeo.com/156236130
MOOC Deployment
• Massive Open Online Course (MOOC) on human anatomy via
Coursera:
• Over 14000 active learners worldwide
• https://www.coursera.org/learn/anatomy
16
Online Evaluation
• Large scale user study
• Survey:
• Statements with Likert scale responses
• Open questions
• Linked to Coursera user profiles
17
User experience
User performance
Illustrative Multi-volume Rendering for
PET/CT Scans
18
Lawonn et al.: "Illustrative multi-volume rendering for PET/CT scans.“
Proceedings of the Eurographics Workshop on Visual Computing for
Biology and Medicine 2015
19
20
21
22
23
Discussion
• Standardized evaluation procedures
• Standardized datasets
• Medvis challenges?
24
Conclusion
• Evaluation methods for medical visualization:
• Performance
• Case study
• User study
• Medvis Challenge?
25
Thank you
26
• http://anatomy.tudelft.nl
• Live OAHction
• http://medvis.org
• The blog on all things medical visualization

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An Introduction to Evaluation in Medical Visualization