Wednesday, October 21, 2009
Nokia near-eye display gaze interaction update
The Nokia near-eye gaze interaction platform that I tried in Finland last year has been further improved. The cap used to support the weight has been replaced with a sturdy frame and the overall prototype seems lighter and also incorporates headphones. The new gaze based navigation interface support photo browsing based on the Image Space application, allowing location based accesses to user generated content. See the concept video at the bottom for their futuristic concept. Nokia research website. The prototype will be displayed at the International Symposium on Mixed and Augmented Reality conference in Orlando, October 19-22.
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Medical Image Perception Society 2009 - Day three
Session 10. Displays and Tools. Chair: Kevin Berbaum, PhD
- Medical Virtual Imaging Chain (MEVIC). C Marchessoux, T Kimpe, E. Vansteenkiste, S Staelens, P Schelkens, H Bosmans, A Smith, & M. Guerchaft
- Objective methodology to compare clinical value of computed tomography artifact reduction algorithms. G Spalla, C Marchessoux, M Vaz, A Ricker, & T Kimpe
- LCD Spatial Noise Suppression: Large-field vs. ROI Image Processing. WJ Dallas, H Roehrig, J Fan, EA Krupinski, & J Johnson
- Three-dimensional Simulation of Lung Nodules for Pediatric CT. X Li, E Samei, DM DeLong, RP Jones, AM Gaca, CL Hollingsworth, CM Maxfield, CWT Carrico, & DP Frush
- Abnormality Manipulation Tools for PET CT. MT Madsen, KS Berbaum, KM Schartz, & RT Caldwell.
- Stereoscopic Digital mammography: Improved Accuracy of Lesion Detection in Breast Cancer Screening. DJ Getty, CJ D’Orsi, & RM Pickett
- Conversion of WorkstationJ to ImageJ Plugin. KM Schartz, KS Berbaum, RT Caldwell, and MT Madsen
- Detectability in tomosynthesis projections, slices and volumes: Comparison of human observer performance in a SKE detection task. I Reiser, K Little, & RM Nishikawa
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Medical Image Perception Society 2009 - Day two
Session 6. Performance Measurement II. Chair: Matthew Freedman, MD, MBA
- Coding of FDG Intensity as a 3-D Rendered Height Mapping to Improve Fusion Display of Co-Registered PET-CT Images. RM Shah, C Wood, YP Hu, & LS Zuckier
- Revisiting the General Three-class ROC Theory. X He & EC Frey
- Estimation of AUC from Normally Distributed Rating Data with Known Variance Ratio. A Wunderlich & F Noo
- Using the Mean-to-Variance Ratio as a Diagnostic for Unacceptably Improper Binormal ROC Curves. SL Hillis & KS Berbaum
- BI-RADS Data Should Not be Used to Estimate ROC Curves. Y Jiang & CE Metz
- Estimating the utility of screening mammography in large clinical studies. CK Abbey, JM Boone, & MP Eckstein
- Issues Related to the Definition of Image Contrast, DL Leong & PC Brennan
- Channelized Hotelling Observers for Detection Tasks in Multi-Slice Images. L Platiša, B Goossens, E Vansteenkiste, A Badano & W Philips
- Channelized Hotelling observers adapted to irregular signals in breast tomosynthesis detection tasks. I Diaz, P Timberg, CK Abbey, MP Eckstein, FR Verdun, C Castella, FO Bochud
- Detecting Compression Artifacts in Virtual Pathology Images Using a Visual Discrimination Model. J Johnson & EA Krupinski
- Automatic MRI Acquisition Parameters Optimization Using HVS-Based Maps. J Jacobsen, P Irarrázabal, & C Tejos
- Parametric Assessment of Lesion Detection Using a Pre-whitened Matched Filter on Projected Breast CT Images. N Packard, CK Abbey, & JM Boone
- Model Observers for Complex Discrimination Tasks: Deployment Assessment of Multiple Coronary Stents. S Zhang, CK Abbey, X Da, JS Whiting, & MP Eckstein
- Natural image statistics and visual coding. BA Olshausen
- Decoding Information Processing When Attention Fails: An Electrophysiological Approach. B Giesbrecht
- Some Neural Bases of Radiological Expertise. SA Engel
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Tuesday, October 20, 2009
Medical Image Perception Society 2009 - Day one
The first day of the Medical Image Perception Society conference, held biannual, this year in Santa Barbara was filled with interesting talks. Plenty of research utilizing eye tracking as a means of obtaining data. The conference is hosted by Craig Abbey and Miguel Eckstein at the Department of Psychology at the University of California, Santa Barbara in cooperation with Elizabeth Krupinski (book1 , book2) from University of Arizona whom has performed extensive research on eye movements (among other things) in relation to medical imaging and radiology.
Session 1. Visual Search. Chair: Claudia Mello-Thoms, PhD
Session 1. Visual Search. Chair: Claudia Mello-Thoms, PhD
- Seeing trouble in a flash: Discrimination of normal from abnormal mammograms with brief exposure. KK Evans (current), D Georgian-Smith, R Birdwell, & JM Wolfe
- Mapping Eye Movements in Three-Dimensions: Analyzing Gaze Paths when Interpreting Volumetric Chest CT Data. M Tall, DL Ly, F Schmitzberger, D Rasooly, TJ Kim, JE Roos, DS Paik, S Napel, & GD Rubin
- Measuring Axial CTC Interaction. P Phillips
- Using eye-tracking to study diagnostic process during MRI scanning. C Cavaro-Ménard, J-Y Tanguy, & P Le Callet
- Visual Search Characteristics of Pathology Residents Reading Dermatopathology Slides. J Law & C Mello-Thoms
- Are you a good eye-witness? Perceptual differences between physicians and lay people. C Mello-Thoms
- Nuisance levels of noise effects Radiologists Performance. MF Mc Entee, A O'Beirne, J Ryan, R Toomey, M Evanoff, D Chakraborty, D Manning, & PC. Brennan
- Observer Performance in Stroke Interpretation: The Influence of Experience and Clinical Information in Multidimensional Magnetic Resonance Imaging. L Cooper, A Gale, J Saada, S Gedela, H Scott, & A Toms
- Interpretation of wrist radiographs: A comparison between final year medical and radiography students. L Hutchinson, P Brennan & L Rainford
- Tumor measurement for revised TNM staging of lung cancer. FL Jacobson, A Sitek, D Getty, & SE Seltzer
- Does Reader Visual Fatigue Impact Performance? EA Krupinski & KS Berbaum
- Ambient Temperature is an Important Consideration in the Radiology Reading Room. MF Mc Entee & S Gafoor
- Perceptual indicators of the holistic view in pulmonary nodule detection. MW Pietrzyk, DJ Manning, T Donovan, & Alan Dix
- An e-learning tutorial demonstrates significant improvements in ROC performance amongst naive observers in breast image interpretation. PBL Soh, PC Brennan, A Poulos, W Reed
- Is n ROC-type response Truly always better than A Binary Response? D Gur, AI Bandos, HE Rockette, ML Zuley, CM Hakim, DM Chough, MA Ganott
- Recognition of Images in Reader Studies: How Well Can We Predict Which Will Be Remembered? T Miner Haygood, P O’Sullivan, J Ryan, E Galvan, J-M Yamal, M Evanoff, M McEntee, J Madewell, C Sandler, E Lano, & P Brennan
- New classes of models with monotonic likelihood ratios. F Samuelson
- Sample size estimation procedure for free-response (FROC) studies. DP Chakraborty & M Bath
- Comparison of Four Methods (ROC, JAFROC, IDCA, and ROI) for Analysis of Free Response Clinical Data. F Zanca, DP Chakraborty, J Jacobs, G. Marchal, and H Bosmans
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Thursday, October 8, 2009
DoCoMo EOG update
While eye movement detection using EOG is nothing new the latest demonstration by Japanese NTT DoCoMo illustrates recent developments in the field. The innovation here is the form factor which is quite impressive. Typically EOG is detected using electrodes placed around the eyes as in Andreas Bullings prototype demonstrated at CHI 09 in Boston. Now it can be done using tiny sensors inside the ear. Just compare it to the prototype demonstrated last year!
Thanks Roman for the links!
Thanks Roman for the links!
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Monday, September 28, 2009
Wearable Augmented Reality System using Gaze Interaction (Park, Lee & Choi)
Came across this paper on a wearable system that employs a small eye tracker and a head mounted display for augmented reality. I've previously posted a video on the same system. It's a future technology with great potential, only imagination sets the limit here. There is a lot of progress in image/object recognition and location awareness taking place right now (with all the associated non-trivial problems to solve!)
Abstract
"Undisturbed interaction is essential to provide immersive AR environments. There have been a lot of approaches to interact with VEs (virtual environments) so far, especially in hand metaphor. When the user‟s hands are being used for hand-based work such as maintenance and repair, necessity of alternative interaction technique has arisen. In recent research, hands-free gaze information is adopted to AR to perform original actions in concurrence with interaction. [3, 4]. There has been little progress on that research, still at a pilot study in a laboratory setting. In this paper, we introduce such a simple WARS(wearable augmented reality system) equipped with an HMD, scene camera, eye tracker. We propose „Aging‟ technique improving traditional dwell-time selection, demonstrate AR gallery – dynamic exhibition space with wearable system."
Abstract
"Undisturbed interaction is essential to provide immersive AR environments. There have been a lot of approaches to interact with VEs (virtual environments) so far, especially in hand metaphor. When the user‟s hands are being used for hand-based work such as maintenance and repair, necessity of alternative interaction technique has arisen. In recent research, hands-free gaze information is adopted to AR to perform original actions in concurrence with interaction. [3, 4]. There has been little progress on that research, still at a pilot study in a laboratory setting. In this paper, we introduce such a simple WARS(wearable augmented reality system) equipped with an HMD, scene camera, eye tracker. We propose „Aging‟ technique improving traditional dwell-time selection, demonstrate AR gallery – dynamic exhibition space with wearable system."
- Park, H. M., Seok Han Lee, and Jong Soo Choi 2008. Wearable augmented reality system using gaze interaction. In Proceedings of the 2008 7th IEEE/ACM international Symposium on Mixed and Augmented Reality - Volume 00 (September 15 - 18, 2008). Symposium on Mixed and Augmented Reality. IEEE Computer Society, Washington, DC, 175-176. DOI= http://dx.doi.org/10.1109/ISMAR.2008.4637353
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Friday, September 18, 2009
The EyeWriter project
For some time I've been following the EyeWriter project which aims at enabling Tony, who has ALS, to draw graffiti using eye gaze alone. The open source eye tracker is available at Google code and is based on C++, OpenFrameworks and OpenCV. The current version supports basic pupil tracking based on image thresholding and blob detection but they are aiming for remote tracking using IR glints. Keep up the great work guys!
The Eyewriter from Evan Roth on Vimeo.
eyewriter tracking software walkthrough from thesystemis on Vimeo.
More information is found at http://fffff.at/eyewriter/
Monday, September 14, 2009
GaZIR: Gaze-based Zooming Interface for Image Retrieval (Kozma L., Klami A., Kaski S., 2009)
From the Helsinki Institute for Information Technology, Finland, comes a research prototype called GaZIR for gaze based image retrieval built by Laszlo Kozma, Arto Klami and Samuel Kaski. The GaZIR prototype uses a light-weight logistic regression model as a mechanism for predicting relevance based on eye movement data (such as viewing time, revisit counts, fixation length etc.) All occurring on-line in real time. The system is build around the PicSOM (paper) retrieval engine which is based on tree structured self-organizing maps (TS-SOMs). When provided a set of reference images the PicSOM engine goes online to download a set of similar images (based on color, texture or shape)
Abstract
"We introduce GaZIR, a gaze-based interface for browsing and searching for images. The system computes on-line predictions of relevance of images based on implicit feedback, and when the user zooms in, the images predicted to be the most relevant are brought out. The key novelty is that the relevance feedback is inferred from implicit cues obtained in real-time from the gaze pattern, using an estimator learned during a separate training phase. The natural zooming interface can be connected to any content-based information retrieval engine operating on user feedback. We show with experiments on one engine that there is sufficient amount of information in the gaze patterns to make the estimated relevance feedback a viable choice to complement or even replace explicit feedback by pointing-and-clicking."
Abstract
"We introduce GaZIR, a gaze-based interface for browsing and searching for images. The system computes on-line predictions of relevance of images based on implicit feedback, and when the user zooms in, the images predicted to be the most relevant are brought out. The key novelty is that the relevance feedback is inferred from implicit cues obtained in real-time from the gaze pattern, using an estimator learned during a separate training phase. The natural zooming interface can be connected to any content-based information retrieval engine operating on user feedback. We show with experiments on one engine that there is sufficient amount of information in the gaze patterns to make the estimated relevance feedback a viable choice to complement or even replace explicit feedback by pointing-and-clicking."
Fig1. "Screenshot of the GaZIR interface. Relevance feedback gathered from outer rings influences the images retrieved for the inner rings, and the user can zoom in to reveal more rings."
Fig2. "Precision-recall and ROC curves for userindependent relevance prediction model. The predictions (solid line) are clearly above the baseline of random ranking (dash-dotted line), showing that relevance of images can be predicted from eye movements. The retrieval accuracy is also above the baseline provided by a naive model making a binary relevance judgement based on whether the image was viewed or not (dashed line), demonstrating the gain from more advanced gaze modeling."
Fig 3. "Retrieval performance in real user experiments. The bars indicate the proportion of relevant images shown during the search in six different search tasks for three different feedback methods. Explicit denotes the standard point-and-click feedback, predicted means implicit feedback inferred from gaze, and random is the baseline of providing random feedback. In all cases both actual feedback types outperform the baseline, but the relative performance of explicit and implicit feedback depends on the search task."
- László Kozma, Arto Klami, and Samuel Kaski: GaZIR: Gaze-based Zooming Interface for Image Retrieval. To appear in Proceedings of 11th Conference on Multimodal Interfaces and The Sixth Workshop on Machine Learning for Multimodal Interaction (ICMI-MLMI), Boston, MA, USA, Novermber 2-6, 2009. (abstract, pdf)
Friday, September 11, 2009
An Adaptive Algorithm for Fixation, Saccade, and Glissade Detection in Eye-Tracking Data (Nyström M. & Holmqvist K, 2009)
From Markus Nyström and Kenneth Holmqvist at the Lund University Humanities Lab (HumLab) in Sweden comes an interesting paper on a novel algorithm that is capable of detecting glissades (aka dynamic overshoot) in eye tracker data. These are wobbling eye movements often found at the end of saccades and has previously been considered errors in saccadic programming with limited value. What ever their function is the phenomena does exists and should be accounted for. The paper reports finding glissades following half of all saccades while reading or viewing scenes, and has an average duration of 24 ms. This is work is important as it extends the default categorization of eye movement e.g. fixation, saccade, smooth pursuit, and blink. The algorithm is based on velocity saccade detection and is driven by data while containing a limited number of subjective settings. The algorithm contains a number of improvements such as thresholds for peak- and saccade onset/offset detection, adaptive threshold adjustment based on local noise levels, physical constraints on eye-movements to exclude noise and jitter, and new recommendations for minimum allowed fixation and saccade duration. Also, important to note that the data was obtained using a high-speed 1250 Hz SMI system, how the algorithm performs on a typical remote tracker running at 50-250Hz has yet to be defined.
- Nyström, M. & Holmqvist, K., "An Adaptive Algorithm for Fixation, Saccade, and Glissade Detection in Eye-Tracking Data", Behavior Research Methods.
- Download Matlab source code for the algorithm (version 1.0)
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Wednesday, September 9, 2009
Psychnology Journal: Gaze control for work and play
"PsychNology Journal (ISSN 1720-7525) is a quadrimestral, international, peer-reviewed journal on the relationship between humans and technology. The name 'PsychNology' emphasizes its multidisciplinary interest in all issues related to the human adoption and development of technologies. Its broad scope allows to host in a sole venue advances and ideas that would otherwise remain confined within separate communities or disciplines. PNJ is an independent, electronic publication that leaves the copyright to authors, and provides wide accessibility to their papers through the Internet and several indexing and abstracting services including PsycInfo and EBSCO."
The Psychnology Journal Special edition on Gaze control for work and play is now available online. It contains some of the highlights from the Cogain conference last year in an extended journal format. For the COGAIN people this is old news, for the rest it's hopefully interesting stuff. The NeoVisus prototype I presented in Prague should have appeared but unfortunately did not have the time to make the necessary changes. More information on the scrollable keyboard and text entry by gaze in general is available in Päivi's excellent Ph.D thesis. Also, rumor has it that Javier San Agustin's Ph.D thesis gaze interaction and a low-cost alternative is getting closer to D-day. We're all looking forward to it, hang in there mate =)
The Psychnology Journal Special edition on Gaze control for work and play is now available online. It contains some of the highlights from the Cogain conference last year in an extended journal format. For the COGAIN people this is old news, for the rest it's hopefully interesting stuff. The NeoVisus prototype I presented in Prague should have appeared but unfortunately did not have the time to make the necessary changes. More information on the scrollable keyboard and text entry by gaze in general is available in Päivi's excellent Ph.D thesis. Also, rumor has it that Javier San Agustin's Ph.D thesis gaze interaction and a low-cost alternative is getting closer to D-day. We're all looking forward to it, hang in there mate =)
- Predicting preference from fixations
Mackenzie G. Glaholt, Mei-Chun Wu, Eyal M. Reingold
- Scrollable Keyboards for Casual Eye Typing
Oleg Špakov, Päivi Majaranta
- Hands Free Interaction with Virtual Information in a Real Environment: Eye Gaze as an Interaction Tool in an Augmented Reality System
Susanna Nilsson, Torbjörn Gustafsson, Per Carleberg
- Gaze beats mouse: A case study on a gaze-controlled breakout
Michael Dorr, Laura Pomarjanschi, Erhardt Barth
- Evaluation of the Potential of Gaze Input for Game Interaction
Javier San Agustin, Julio C. Mateo, John Paulin Hansen, Arantxa Villanueva
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