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Exploratory Multimodal Data Analysis with Standard Multimedia Player

Multimedia Containers: a Feasible Solution to make Multimodal Research Data Accessible to the Broad Audience

Abstract The analysis of multimodal data comprised of images, videos and additional recordings, such as gaze trajectories, EEG, emotional states, and heart rate is presently only feasible with custom applications. Even exploring such data requires compilation of specific applications that suit a specific dataset only. This need for specific applications arises since all corresponding data are stored in separate files in custom-made distinct data formats. Thus accessing such datasets is cumbersome and time-consuming for experts and virtually impossible for non-experts. To make multimodal research data easily shareable and accessible to a broad audience, like researchers from diverse disciplines and all other interested people, we show how multimedia containers can support the visualization and sonification of scientific data. The use of a container format allows explorative multimodal data analyses with any multimedia player as well as streaming the data via the Internet. We prototyped this approach on two datasets, both with visualization of gaze data and one with additional sonification of EEG data. In a user study, we asked expert and non-expert users about their experience during explorative investigation of the data. Based on their statements, our prototype implementation, and the datasets, we discuss the benefit of storing multimodal data, including the corresponding videos or images, in a single multimedia container. In conclusion, we summarize what is necessary for having multimedia containers as a standard for storing multimodal data and give an outlook on how artificial networks can be trained on such standardized containers.

Video Demonstration:

Demonstration showing Exploratory Multimodal Data Analysis with Standard Multimedia Player

Source code

VLC 3.0.0 patch

Modified version of the subsusf.c. Necessary for the playback of the USF files.

USF to ASS translation

XSL file for USF to ASS translation usf2ass.xsl.

Eye tracking data to USF converter

Currently, the eye tracking data to USF converter is only available as command line implementation. A version with a user interface is planned to release in the upcoming months. If you want to get the source code of the command line converter nevertheless, please write an email to Julius Schöning.

Converted Data Sets for Exploratory Multimodal Data Analysis with Standard Multimedia Player

These datasets are provided for research purposes and by using the datasets in this format in your research work, you should cite [S] and the orginal dataset [A], [C], [K] or [R]

Real World Visual Processing

ID Images Stimulus Note
1 rwprocessing.jpg Video 1:
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Real World Visual Processing with EEG and Eyetracking
Observers: 1

Açik et al. [A]

ID Images Stimulus Note
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References:

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How saliency, faces, and sound influence gaze in dynamic social scenes.
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[K] K. Kurzhals, C.F. Bopp, J. Bässler, F. Ebinger & D. Weiskopf.
Benchmark data for evaluating visualization and analysis techniques for eye tracking for video stimuli.
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