Contact

Lewis Chuang

Address: Max-Planck-Ring 8
72076 Tübingen
Room number: 112
Phone: +49 7071 601 608
Fax: +49 7071 601 616
E-Mail: lewis.chuang

 

Picture of Chuang, Lewis

Lewis Chuang

Position: Group Leader  Unit: Bülthoff

Research

A process cannot be understood by stopping it. Understanding must
move with the flow of the process, must join and flow with it. - Frank Herbert

My research group, Cognition and Control for Human-Machine Systems (link), focuses on the human factors of closed-loop control, and their underlying psychophysiological bases. In particular, I am interested in how we seek out and process task-relevant information whilst controlling machine systems.

We employ physiological and gaze-tracking to inobtrusively evaluate attentional demand and workload in different operational domains, such as flying an aircraft. Our goal is to contribute towards cognition-aware systems that take into account momentary and systematic fluctuations in attention and alertness (or cognitive performance) as well as the demands of the context

 

We interact actively with dynamic visual environments. For example, we move our gaze across our surroundings as well as manually manipulate objects, in order to access task-relevant information. Moreover, we are able to allocate limited attention resources to relevant tasks, in spite of workload and anxiety levels.


My research involves understanding how humans seek out and process information, in order to operate in control environments. To do so, I employ experimental setups that allow human participants to interact with their environments, as they are accustomed to in the real world. To this end, I employ non-obtrusive measurement techniques, such as eye- and body-

tracking, and EEG, ECG and SCA, that allows the human behavior to be observed without disrupting performance itself.


Understanding how humans perform in a natural and unrestrained environment can inform the development of human-machine interfaces, allowing for better integration and faster adoption.

 

Examples of Human-Machine Interactions



Current lab members (link)

Christiane Glatz: The influence of auditory warning cues during steering

Nina Flad: Visual information sampling with simultaneous EEG and eyetracking

Tim Schilling (w/ Zeiss Vision Lab): Role of tinted lenses in mitigating affect appraisal

 

Alumnus

Alexander Sipatchin: Role of tinted lenses in mitigating affect appraisal

Katharina-Marie Lahmer: Auditory warnings for emergency braking

Katrin Kunz: Driving simulation

Jonas Ditz: Mobile EEG


Menja Scheer: Mental workload during closed-loop control

Evangelia-Regkina Symeonidou: Haptic feedback during closed-loop control

Monika Marsching: Eye-movements during flight training

Marius Klug: A software framework for multimodal user sensing

Silke Wittkowski: The influence of environmental sounds during steering

Jonas Walter: The influence of field-of-view in visuomotor training

Hans-Joachim Bieg (Bosch GmbH):Mid-level eye movements

Björn Browatzki: Methods for mobile gaze tracking

Anne Geuzebroerk: Attentional tunneling during closed-loop control

Riya Paul: EEG signal processing in a moving-base simulator

Jon Allsop: Influence of anxiety on eye-movement planning

Associated projects and funding

SFB-TRR161: Quantitative Methods for Visual Computing (2015-2019)

BW-FIT: Information at your fingertips (2007–2011)

European Union 7th Framework Programme: myCopter

I supervise a research group that investigates how humans seek out and process task-relevant information for the effective control of machine systems, such as vehicles. Machines extend our physical capacity to sense and interact with our environments. For example, collision avoidance systems in an aircraft allow the pilot to be aware of fast moving traffic before they are even within range of human sight. Meanwhile, the pilot selectively relies on information provided by the system, to determine and execute the appropriate combination of actions, necessary for effectively maneuvering of the aircraft.

This continuous interaction between man and machine comprise a closed loop system. Information is constantly exchanged between man and machine, which is subsequently processed and acted on according to their respective cognitive and control processes. Our group employs eye-tracking, motion capture and electroencephalography to define the capacity of a human operator to interact in tandem with a responsive machine system. In particular, vehicle models with control dynamics have been well-defined and engineered for their intended purpose. We believe that doing so will extend our current understanding of attentional processes and motor control. In addition, we are motivated to apply our findings to the development of novel and more effective interfaces for information visualization and shared control.

Main research areas

PHYSIOLOGICAL ESTIMATIONS OF PERCEPTUAL-MOTOR WORKLOAD

The goal of this project is to extract physiological features (e.g., EEG) that can reliably index the amount of workload that the operator is experiencing in the domain of perceptual-motor control. Research into EEG markers of mental workload have tended to be focused on aspects such as sustained attention or working memory. Here, we are motivated to estimate perceptual-motor fatigue of the operator before potentially fatal decrements in performance occur.

 

Scheer M Person, Bülthoff HH Person and Chuang LL Person (September-2014) Is the novelty-P3 suitable for indexing mental workload in steering tasks? 12th Biannual Conference of the German Cognitive Science Society (KogWis 2014), Springer, Berlin, Germany, S135-S136.


Flad N Person, Nieuwenhuizen FM Person, Bülthoff HH Person and Chuang LL Person (June-2014) System Delay in Flight Simulators Impairs Performance and Increases Physiological Workload In: Engineering Psychology and Cognitive Ergonomics, 11th International Conference on Engineering Psychology and Cognitive Ergonomics (EPCE 2014), Springer, Berlin, Germany, 3-11.


DETECTION AND RECOGNITION DURING STEERING

High perceptual motor demands can reduce our capacity to attend to secondary tasks. For example, we could fail to notice the sudden appearance of a crossing pedestrian, especially under severe driving conditions. In this line of research, we seek to understand how our capacity for detecting and recognizing peripheral events vary with increasing demands in the control task (e.g., instability).

 

Glatz C Person, Bülthoff HH Person and Chuang LL Person (September-2014): Looming auditory warnings initiate earlier event-related potentials in a manual steering task, 12th Biannual Conference of the German Cognitive Science Society (KogWis 2014), Tübingen, Germany, Cognitive Processing, 15(Supplement 1) S38.


Bieg H-J Person, Bresciani J-P Person, Bülthoff HH Person and Chuang LL Person (September-2012) Looking for Discriminating Is Different from Looking for Looking's Sake PLoS ONE 7(9) 1-9.


GAZE CONTROL FOR RELEVANT INFORMATION RETRIEVAL

We move our eyes to actively select and process task-relevant information in real-time. By monitoring how eye-movements are coordinated during control maneuvers, we are able to determine aspects of the visual scene that support the operator’s control capabilities. Our research in this area has two emphases. The first involves developing algorithms for estimating, filtering and analyzing natural gaze in real-time and under challenging scenarios (e.g., cockpit environment). The second targets a fundamental understanding of how eye-movements are coordinated so as to handle shifts in task priorities.

 

Bonev B , Chuang LL Person and Escolano F (May-2013) How do image complexity, task demands and looking biases influence human gaze behavior? Pattern Recognition Letters 34(7) 723–730.


Bieg H-J Person, Bresciani J-P Person, Bülthoff HH Person and Chuang LL Person (October-2013) Saccade reaction time asymmetries during task-switching in pursuit tracking Experimental Brain Research 230(3) 271-281.


ROBUST EEG MEASUREMENTS IN MOBILE WORKSPACES

EEG signals can suffer from artefacts due to electromagnetic noise or muscle activity. These noise sources can be amplified in settings that involve a heavy use of electrical equipment and voluntary user movements, such as moving-base flight simulators. Here, we seek to enable EEG recordings in such demanding workspaces by developing robust measurement paradigms and filter algorithms.

 

Browatzki B Person, Bülthoff HH Person and Chuang LL Person (April-2014) A comparison of geometric- and regression-based mobile gaze-tracking Frontiers in Human Neuroscience 8(200) 1-12.

Lewis Chuang is a project leader at the Max Planck Institute for Biological Cybernetics for “Cognition and Control in Human-Machine Systems”. In particular, he investigates how humans process information in order to interact with and control complex machines (e.g., vehicles) [1]. In parallel, he collaborates with computer scientists and engineers to select between different designs for human-machine communications. For instance, he evaluated how haptic force-feedback should be provided to teloperators of swarms of unmanned aerial vehicles in order to help them avoid potential unseen collisions [2]. Lewis Chuang is motivated to observe human behavior without interfering with human-machine-interactions. Thus, he has developed novel neuroscientific methods for unrestrained gaze-tracking [3] and evaluating task engagement during steering [4]. This has proved invaluable in his external collaborations on visual computing [5][6] and in understanding the challenges of a consumer-level flying car [7]. Currently, he is engaged on identifying the potential dangers that the transition from manual to autonomous driving will pose—as everyday drivers fail to understand the real capabilities of assisted driving technologies and designers fail to communicate their expectations of driver participation effectively [8][9][10]. A full C.V. is available upon request.

[1] Chuang, L. Error visualization and information-seeking behavior for air-vehicle control. In Schmorrow, D. and Fidopiastis, C., Eds., Foundations of Augmented Cognition. Lecture Notes in Artificial Intelligence, 9183, 3–11, Aug 2015.


[2] Son, H., Franchi, A., Chuang, L. L., Kim, J., Bülthoff, H. H., and Robuffo Giordano, P. Human-centered design and evaluation of haptic cueing for teleoperation of multiple mobile robots. IEEE Transactions on Systems, Man and Cybernetics, 43(2), 597–609, Apr 2013.

[3] Browatzki, B., Bülthoff, H. H., and Chuang, L. L. A comparison of geometric- and regression-based mobile gaze-tracking. Frontiers in Human Neuroscience, 8(200), 1–12, Apr 2014

[4] Scheer, M., Bülthoff, H. H., and Chuang, L. L. Steering demands diminish the early- P3, late-P3 and RON components of the event-related potential of task-irrelevant environmental sounds. Frontiers in Human Neuroscience, 10(73), Feb 2016.

[5] Transregional Research Centre for Quantitative Methods for Visual Computing (www.trr161.de), supported by Deutsche Forschungsgemeinschaft, Germany (TRR161-C03).

[6] Burch M, Chuang L, Fischer B, Schmidt A and Weiskopf D: Eye Tracking and Visualization: Foundations, Techniques, and Applications, Springer, Cham, Switzerland, (2017).in press

[7] myCopter: Enabling Technologies for Personal Aerial Transportation Systems (www.mycopter.eu), supported by European Union’s Seventh Framework Programme (#266470)

[8] Sadeghian, S., Chuang, L. L., Heuten, W., and Boll, S. Assisting drivers with ambient take over requests in highly automated driving. In Proceedings from the 8th International Conference on Automative User Interfaces and Interactive Vehicular Applications, (Auto-UI 2016), 1–8, Oct 2016.

[9] Löcken, A., Borojeni, S. S., Müller, H., Gable, T. M., Triberti, S., Diels, C., Glatz, C., Alvarez, I., Chuang, L. L., and Boll, S. Towards adaptive ambient in-vehicle displays and interactions: Insights and design guidelines from the 2015 Automotive-UI dedicated workshop. In Meixner, G. and Müller, C., Eds., Automotive User Interfaces - Creating Interactive Experiences in the Car. Springer, Berlin, Germany, in press.

[10] Chuang, L. L., Gehring, S., Kay, J., Olivier, P., and Schmidt, A. “Ambient notification environments” (17161). In Schloss Dagstuhl—Leibniz- Zentrum für Informatik, Apr 2017.

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Conference papers (45):

Scheer M, Bülthoff HH and Chuang LL (September-2015) On the Cognitive Demands of Different Controller Dynamics: A within-subject P300 Analysis, Human Factors and Ergonomics Society Annual Meeting (HFES 2015), Sage, London, UK, 1042-1046.
Glatz C, Bülthoff HH and Chuang LL (September-2015) Warning Signals With Rising Profiles Increase Arousal, Human Factors and Ergonomics Society Annual Meeting (HFES 2015), Sage, London, UK, 1011.
Flad N, Bülthoff HH and Chuang LL (August-2015) Combined use of eye-tracking and EEG to understand visual information processing, International Summer School on Visual Computing (VCSS 2015), Fraunhofer Verlag, Stuttgart, Germany, 115-124.
Chuang LL (July-2015) Error Visualization and Information-Seeking Behavior for Air-Vehicle Control In: Foundations of Augmented Cognition, , 9th International Conference on Augmented Cognition (AC 2015), held as part of HCI International 2015, Springer International Publishing, Cham, Switzerland, 3-11, Series: Lecture Notes in Artificial Intelligence ; 9183.
Flad N, Nieuwenhuizen FM, Bülthoff HH and Chuang LL (June-2014) System Delay in Flight Simulators Impairs Performance and Increases Physiological Workload In: Engineering Psychology and Cognitive Ergonomics, , 11th International Conference on Engineering Psychology and Cognitive Ergonomics (EPCE 2014), Springer, Berlin, Germany, 3-11, Series: Lecture Notes in Artificial Intelligence ; 8532.
Scheer M, Nieuwenhuizen FM, Bülthoff HH and Chuang LL (June-2014) The Influence of Visualization on Control Performance in a Flight Simulator In: Engineering Psychology and Cognitive Ergonomics, , 11th International Conference on Engineering Psychology and Cognitive Ergonomics (EPCE 2014), held as Part of HCI International 2014, Springer, Berlin, Germany, 202-211, Series: Lecture Notes in Artificial Intelligence ; 8532.
Nieuwenhuizen FM, Chuang LL and Bülthoff HH (November-2013) myCopter: Enabling Technologies for Personal Aerial Transportation Systems: Project status after 2.5 years, 5. Internationale HELI World Konferenz "HELICOPTER Technologies", "HELICOPTER Operations" at the International Aerospace Supply Fair AIRTEC 2013, Airtec GmbH, Frankfurt a. Main, Germany, 1-3.
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Chuang LL, Nieuwenhuizen FM and Bülftoff HH (July-2013) A Fixed-Based Flight Simulator Study: The Interdependence of Flight Control Performance and Gaze Efficiency In: Engineering Psychology and Cognitive Ergonomics: Applications and Services, , 10th International Conference EPCE 2013, Held as Part of HCI International 2013, Springer, Berlin, Germany, 95-104, Series: Lecture Notes in Computer Science ; 8020.
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Bieg H-J, Bülthoff HH and Chuang LL (July-2013) Attentional Biases during Steering Behavior In: Digital Human Modeling and Applications in Health, Safety, Ergonomics, and Risk Management: Healthcare and Safety of the Environment and Transport, , 4th International Conference DHM 2013, Held as Part of HCI International 2013, Springer, Berlin, Germany, 21-27, Series: Lecture Notes in Computer Science ; 8025.
Bieg H-J, Bülthoff HH and Chuang LL (August-2012) Einfluss von Ablenkung und Augenbewegungen auf Steuerungsaufgaben In: Mensch & Computer 2012: 12. fachübergreifende Konferenz für interaktive und kooperative Medien, , Mensch & Computer (M&C), Oldenbourg, München, Germany, 341-344.
Son HI, Chuang L, Kim J and Bülthoff HH (October-2011) Haptic Feedback Cues Can Improve Human Perceptual Awareness in Multi-Robots Teleoperation, 11th International Conference on Control, Automations and Systems (ICCAS 2011), IEEE, Piscataway, NJ, USA, 1323-1328.
Son HI, Chuang LL, Franchi A, Kim J, Lee D, Lee S-W, Bülthoff HH and Robuffo Giordano P (September-2011) Measuring an Operator's Maneuverability Performance in the Haptic Teleoperation of Multiple Robots, IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2011), IEEE, Piscatawy, NJ, USA, 3039-3046.
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Son HI, Kim J, Chuang LL, Franchi A, Robuffo Giordano P, Lee D and Bülthoff HH (June-2011) An Evaluation of Haptic Cues on the Tele-Operator's Perceptual Awareness of Multiple UAVs' Environments, IEEE 2011 World Haptics Conference (WHC 2011), IEEE, Piscataway, NJ, USA, 149-154.
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Bülthoff HH and Chuang LL (September-2010) Towards Artificial Systems: What Can We Learn from Human Perception? In: PRICAI 2010: Trends in Artificial Intelligence, , 11th Pacific Rim International Conference on Artificial Intelligence, Springer, Berlin, Germany, 1-3, Series: Lecture Notes in Computer Science ; 6230.
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Chuang LL, Bieg H-J, Bülthoff HH and Fleming RW (August-2010) Measuring unrestrained gaze on wall-sized displays, 28th Annual European Conference on Cognitive Ergonomics (ECCE '10), ACM Press, New York, NY, USA, 347-348.
Bieg H-J, Chuang LL, Fleming RW, Reiterer H and Bülthoff HH (March-2010) Eye and Pointer Coordination in Search and Selection Tasks, Symposium on Eye Tracking Research and Applications (ETRA 2010), ACM Press, New York, NY, USA, 89-92.
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Bieg H-J, Chuang LL and Reiterer H (August-2009) Gaze-Assisted Pointing for Wall-Sized Displays In: Human-Computer Interaction - INTERACT 2009, , 12th IFIP TC13 International Conference on Human-Computer Interaction, Springer, Berlin, Germany, 9-12, Series: Lecture Notes in Computer Science ; 5727.
Herholz S, Chuang LL, Tanner TG, Bülthoff HH and Fleming RW (October-2008) LibGaze: Real-time gaze-tracking of freely moving observers for wall-sized displays, 13th International Fall Workshop on Vision, Modeling, and Visualization (VMV 2008), IOS Press, Amsterdam, Netherlands, 101-110.
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Chuang L, Vuong QC, Thornton IM and Bülthoff HH (August-2005) Recognizing novel deforming objects, 2nd Symposium on Applied Perception in Graphics and Visualization (APGV 2005), ACM Press, New York, NY, USA, 158.
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Contributions to books (1):

Löcken A, Borojeni SS, Müller H, Gable TM, Triberti S, Diels C, Glatz C, Alvarez I, Chuang L and Boll S: Towards Adaptive Ambient In-Vehicle Displays and Interactions: Insights and Design Guidelines from the 2015 AutomotiveUI Dedicated Workshop, 325-348. In: Automotive User Interfaces: Creating Interactive Experiences in the Car, (Ed) G. Meixner, Springer, Cham, Switzerland, (February-2017).

Posters (33):

Kosch T and Chuang LL (May-28-2018): Investigating the Impact of Assistive Technologies on Working Memory Load in Manual Assembly through Electroencephalography, 2nd International Neuroergonomics Conference: The brain at work and in everyday life, Philadelphia, PA, USA.
Lahmer M, Glatz C, Seibold VC and Chuang L (May-28-2018): The looming benefit in driving with ACC, 2nd International Neuroergonomics Conference: The brain at work and in everyday life, Philadelphia, PA, USA.
Schilling T, Sipatchin A, Chuang L and Wahl S (May-28-2018): Tinted lenses affect our physiological responses to affective pictures: An EEG/ERP study, 2nd International Neuroergonomics Conference: The brain at work and in everyday life, Philadelphia, PA, USA.
Lahmer M, Chuang L and Seibold VC (March-12-2018): Looming sounds benefit emergency braking due to their saliency, 60h Conference of Experimental Psychologists (TeaP 2018), Marburg, Germany.
Schilling T, Wahl S and Chuang L (March-12-2018): Tinted lenses affect our physiological responses to affective pictures: An EEG/ERP study, 60h Conference of Experimental Psychologists (TeaP 2018), Marburg, Germany.
Symeonidou ER, Olivari M, Venrooij J, Bülthoff HH and Chuang LL (November-13-2016): EEG oscillatory modulations (10-12 Hz) discriminate for voluntary motor control and limb movement, 46th Annual Meeting of the Society for Neuroscience (Neuroscience 2016), San Diego, CA, USA.
Flad N, Bülthoff HH and Chuang LL (October-7-2016): When does the Brain Respond to Information during Visual Scanning?, 1st Neuroergonomics Conference: The Brain at Work and in Everyday Life, Paris, France.
Symeonidou E-R, Olivari M, Bülthoff HH and Chuang LL (March-10-2015): Direct haptic feedback benefits control performance during steering, 57th Conference of Experimental Psychologists (TeaP 2015), Hildesheim, Germany.
Flad N, Bülthoff HH and Chuang LL (March-10-2015): Simultaneous EEG and eye-movement recording in a visual scanning task, 57th Conference of Experimental Psychologists (TeaP 2015), Hildesheim, Germany.
Glatz C, Bülthoff HH and Chuang LL (March-10-2015): Sounds with time-to-contact properties are processed preferentially, 57th Conference of Experimental Psychologists (TeaP 2015), Hildesheim, Germany.
Scheer M, Bülthoff HH and Chuang LL (March-9-2015): Measuring workload during steering: A novelty-P3 study, 57th Conference of Experimental Psychologists (TeaP 2015), Hildesheim, Germany.
Scheer M, Bülthoff HH and Chuang LL (September-2014): Is the novelty-P3 suitable for indexing mental workload in steering tasks?, 12th Biannual Conference of the German Cognitive Science Society (KogWis 2014), Tübingen, Germany, Cognitive Processing, 15(Supplement 1) S135-S137.
Glatz C, Bülthoff HH and Chuang LL (September-2014): Looming auditory warnings initiate earlier event-related potentials in a manual steering task, 12th Biannual Conference of the German Cognitive Science Society (KogWis 2014), Tübingen, Germany, Cognitive Processing, 15(Supplement 1) S38.
Symeonidou E-R, Olivari M, Bülthoff HH and Chuang LL (September-2014): The Role of Direct Haptic Feedback in a Compensatory Tracking Task, 12th Biannual Conference of the German Cognitive Science Society (KogWis 2014), Tübingen, Germany, Cognitive Processing, 15(Supplement 1) S71.
Symeonidou E-R, Olivari M, Bülthoff HH and Chuang LL (June-2014): The Role of Direct Haptic Feedback in a Compensatory Tracking Task, 6th International Conference on Brain and Cognitive Engineering (BCE 2014), Tübingen, Germany.
Flad N and Chuang LL (March-2014): Setting up a high-fidelity flight simulator to study closed-loop control and physiological workload, Interdisciplinary College: Cognition 3.0 - the social mind in the connected world (IK 2014), Günne, Germany.
Bieg H-J, Chuang LL, Bresciani J-P and Bülthoff HH (January-2013): Asymmetric saccade initiation at smooth pursuit onset, 23rd Oculomotor Meeting, Linz, Austria.
Bieg H-J, Bresciani J-P, Bülthoff HH and Chuang LL (September-2012): Asymmetries in saccadic latencies during interrupted ocular pursuit, 35th European Conference on Visual Perception, Alghero, Italy, Perception, 41(ECVP Abstract Supplement) 137.
Chuang L, Nieuwenhuizen F and Bülthoff HH (September-2012): Eye-movement planning during flight maneuvers, 35th European Conference on Visual Perception, Alghero, Italy, Perception, 41(ECVP Abstract Supplement) 99.
Chuang LL, Nieuwenhuizen FM and Bülthoff HH (September-2012): Investigating Gaze Behavior of Novice Pilots during Basic Flight Maneuvers, International Conference on Human-Computer Interaction in Aerospace (HCI-Aero 2012), Bruxelles, Belgium.
Lee JJ, Bieg H-J, Bülthoff HH and Chuang LL (October-2011): Fast Fitting on a Saccadic Eye Movement Model for Decision Making, 12th Conference of Junior Neuroscientists of Tübingen (NeNA 2011), Heiligkreuztal, Germany.
Chuang LL and Souman JL (September-2011): Object speed estimation during walking does not add up, Bernstein Cluster D Symposium: Multisensory Perception and Action, Tübingen, Germany.
Chuang L, Bülthoff HH and Souman J (September-2011): The center-surround effect in visual speed estimation during walking, 34th European Conference on Visual Perception, Toulouse, France, Perception, 40(ECVP Abstract Supplement) 129.
Bieg H-J, Chuang LL and Bülthoff HH (August-2010): Does adding a visual task component affect fixation accuracy?, 33rd European Conference on Visual Perception, Lausanne, Switzerland, Perception, 39(ECVP Abstract Supplement) 35.
Chuang LL, Herholz S, Bülthoff HH and Fleming R (August-2009): Head mobility influences gaze behavior across natural viewing tasks, 32nd European Conference on Visual Perception, Regensburg, Germany, Perception, 38(ECVP Abstract Supplement) 166.
Bieg H-J, Chuang LL and Reiterer H (August-2009): Influences of task complexity and individual differences on the performance of gaze-assisted human-machine interfaces, 32nd European Conference on Visual Perception, Regensburg, Germany, Perception, 38(ECVP Abstract Supplement) 172.
Chuang LL, Vuong QC, Thornton IM and Bülthoff HH (August-2007): Human observers use personal exploration patterns in novel object recognition, 30th European Conference on Visual Perception, Arezzo, Italy, Perception, 36(ECVP Abstract Supplement) 49.
Chuang LL, Vuong QC, Thornton IM and Bülthoff HH (July-2007): Personal Exploratory Experience of an Object Facilitates Its Subsequent Recognition, 10th Tübinger Wahrnehmungskonferenz (TWK 2007), Tübingen, Germany.
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Chuang L, Vuong QC, Thornton IM and Bülthoff HH (August-2006): Familiar form and motion influence perceptual dominance, 29th European Conference on Visual Perception, St. Petersburg, Perception, 35(ECVP Abstract Supplement) 33.
Vuong QC, Schultz J and Chuang L (August-2006): Human perception and recognition of metric changes of part-based dynamic novel objects, 29th European Conference on Visual Perception, St. Petersburg, Russia, Perception, 35(ECVP Abstract Supplement) 99.
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Last updated: Monday, 22.05.2017