Literature DB >> 24689842

Towards a framework for analysis of eye-tracking studies in the three dimensional environment: a study of visual search by experienced readers of endoluminal CT colonography.

E Helbren1, S Halligan, P Phillips, D Boone, T R Fanshawe, S A Taylor, D Manning, A Gale, D G Altman, S Mallett.   

Abstract

OBJECTIVE: Eye tracking in three dimensions is novel, but established descriptors derived from two-dimensional (2D) studies are not transferable. We aimed to develop metrics suitable for statistical comparison of eye-tracking data obtained from readers of three-dimensional (3D) "virtual" medical imaging, using CT colonography (CTC) as a typical example.
METHODS: Ten experienced radiologists were eye tracked while observing eight 3D endoluminal CTC videos. Subsequently, we developed metrics that described their visual search patterns based on concepts derived from 2D gaze studies. Statistical methods were developed to allow analysis of the metrics.
RESULTS: Eye tracking was possible for all readers. Visual dwell on the moving region of interest (ROI) was defined as pursuit of the moving object across multiple frames. Using this concept of pursuit, five categories of metrics were defined that allowed characterization of reader gaze behaviour. These were time to first pursuit, identification and assessment time, pursuit duration, ROI size and pursuit frequency. Additional subcategories allowed us to further characterize visual search between readers in the test population.
CONCLUSION: We propose metrics for the characterization of visual search of 3D moving medical images. These metrics can be used to compare readers' visual search patterns and provide a reproducible framework for the analysis of gaze tracking in the 3D environment. ADVANCES IN KNOWLEDGE: This article describes a novel set of metrics that can be used to describe gaze behaviour when eye tracking readers during interpretation of 3D medical images. These metrics build on those established for 2D eye tracking and are applicable to increasingly common 3D medical image displays.

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Year:  2014        PMID: 24689842      PMCID: PMC4075527          DOI: 10.1259/bjr.20130614

Source DB:  PubMed          Journal:  Br J Radiol        ISSN: 0007-1285            Impact factor:   3.039


  11 in total

1.  Thin-section CT of the lungs: eye-tracking analysis of the visual approach to reading tiled and stacked display formats.

Authors:  S M Ellis; X Hu; L Dempere-Marco; G Z Yang; A U Wells; D M Hansell
Journal:  Eur J Radiol       Date:  2006-07-10       Impact factor: 3.528

2.  Spatial localization accuracy of radiologists in free-response studies: Inferring perceptual FROC curves from mark-rating data.

Authors:  Dev Chakraborty; Hong-Jun Yoon; Claudia Mello-Thoms
Journal:  Acad Radiol       Date:  2007-01       Impact factor: 3.173

3.  Holistic component of image perception in mammogram interpretation: gaze-tracking study.

Authors:  Harold L Kundel; Calvin F Nodine; Emily F Conant; Susan P Weinstein
Journal:  Radiology       Date:  2007-02       Impact factor: 11.105

4.  Visual scanning patterns of radiologists searching mammograms.

Authors:  E A Krupinski
Journal:  Acad Radiol       Date:  1996-02       Impact factor: 3.173

5.  Incremental benefit of computer-aided detection when used as a second and concurrent reader of CT colonographic data: multiobserver study.

Authors:  Steve Halligan; Susan Mallett; Douglas G Altman; Justine McQuillan; Maria Proud; Gareth Beddoe; Lesley Honeyfield; Stuart A Taylor
Journal:  Radiology       Date:  2010-11-17       Impact factor: 11.105

6.  Visual search of mammographic images: influence of lesion subtlety.

Authors:  Elizabeth A Krupinski
Journal:  Acad Radiol       Date:  2005-08       Impact factor: 3.173

7.  Computed tomographic colonography: assessment of radiologist performance with and without computer-aided detection.

Authors:  Steve Halligan; Douglas G Altman; Susan Mallett; Stuart A Taylor; David Burling; Mary Roddie; Lesley Honeyfield; Justine McQuillan; Hamdan Amin; Jamshid Dehmeshki
Journal:  Gastroenterology       Date:  2006-10-01       Impact factor: 22.682

8.  Multiple imputation using chained equations: Issues and guidance for practice.

Authors:  Ian R White; Patrick Royston; Angela M Wood
Journal:  Stat Med       Date:  2010-11-30       Impact factor: 2.373

9.  Method for tracking eye gaze during interpretation of endoluminal 3D CT colonography: technical description and proposed metrics for analysis.

Authors:  Peter Phillips; Darren Boone; Susan Mallett; Stuart A Taylor; Douglas G Altman; David Manning; Alastair Gale; Steve Halligan
Journal:  Radiology       Date:  2013-02-04       Impact factor: 11.105

10.  Where do neurologists look when viewing brain CT images? An eye-tracking study involving stroke cases.

Authors:  Hideyuki Matsumoto; Yasuo Terao; Akihiro Yugeta; Hideki Fukuda; Masaki Emoto; Toshiaki Furubayashi; Tomoko Okano; Ritsuko Hanajima; Yoshikazu Ugawa
Journal:  PLoS One       Date:  2011-12-12       Impact factor: 3.240

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  10 in total

1.  The Radiologist's Gaze: Mapping Three-Dimensional Visual Search in Computed Tomography of the Abdomen and Pelvis.

Authors:  Linda C Kelahan; Allan Fong; Joseph Blumenthal; Swaminathan Kandaswamy; Raj M Ratwani; Ross W Filice
Journal:  J Digit Imaging       Date:  2019-04       Impact factor: 4.056

Review 2.  Review of prospects and challenges of eye tracking in volumetric imaging.

Authors:  Antje C Venjakob; Claudia R Mello-Thoms
Journal:  J Med Imaging (Bellingham)       Date:  2015-09-29

Review 3.  Using multidimensional scaling to quantify similarity in visual search and beyond.

Authors:  Michael C Hout; Hayward J Godwin; Gemma Fitzsimmons; Arryn Robbins; Tamaryn Menneer; Stephen D Goldinger
Journal:  Atten Percept Psychophys       Date:  2016-01       Impact factor: 2.199

4.  The effect of computer-aided detection markers on visual search and reader performance during concurrent reading of CT colonography.

Authors:  Emma Helbren; Thomas R Fanshawe; Peter Phillips; Susan Mallett; Darren Boone; Alastair Gale; Douglas G Altman; Stuart A Taylor; David Manning; Steve Halligan
Journal:  Eur Radiol       Date:  2015-01-12       Impact factor: 5.315

5.  Characteristics of expert search behavior in volumetric medical image interpretation.

Authors:  Lauren H Williams; Ann J Carrigan; Megan Mills; William F Auffermann; Anina N Rich; Trafton Drew
Journal:  J Med Imaging (Bellingham)       Date:  2021-07-14

6.  Increasing Navigation Speed at Endoluminal CT Colonography Reduces Colonic Visualization and Polyp Identification.

Authors:  Andrew A Plumb; Peter Phillips; Graeme Spence; Susan Mallett; Stuart A Taylor; Steve Halligan; Thomas Fanshawe
Journal:  Radiology       Date:  2017-03-10       Impact factor: 11.105

7.  Eye Tracking for Deep Learning Segmentation Using Convolutional Neural Networks.

Authors:  J N Stember; H Celik; E Krupinski; P D Chang; S Mutasa; B J Wood; A Lignelli; G Moonis; L H Schwartz; S Jambawalikar; U Bagci
Journal:  J Digit Imaging       Date:  2019-08       Impact factor: 4.056

8.  Differences in Gaze Fixation Location and Duration Between Resident and Fellowship Sonographers Interpreting a Focused Assessment With Sonography in Trauma.

Authors:  Colin R Bell; Adam Szulewski; Melanie Walker; Conor McKaigney; Graeme Ross; Louise Rang; Joseph Newbigging; John Kendall
Journal:  AEM Educ Train       Date:  2020-02-28

9.  Do prevalence expectations affect patterns of visual search and decision-making in interpreting CT colonography endoluminal videos?

Authors:  Thomas R Fanshawe; Peter Phillips; Andrew Plumb; Emma Helbren; Steve Halligan; Stuart A Taylor; Alastair Gale; Susan Mallett
Journal:  Br J Radiol       Date:  2016-02-23       Impact factor: 3.039

10.  Volumetric image interpretation in radiology: scroll behavior and cognitive processes.

Authors:  Larissa den Boer; Marieke F van der Schaaf; Koen L Vincken; Chris P Mol; Bobby G Stuijfzand; Anouk van der Gijp
Journal:  Adv Health Sci Educ Theory Pract       Date:  2018-05-16       Impact factor: 3.853

  10 in total

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