Publikation: Eye Movement-Based Analysis on Methodol...
Stammdaten
Titel: | Eye Movement-Based Analysis on Methodologies and Efficiency in the Process of Image Noise Evaluation |
Untertitel: | |
Kurzfassung: | Noise level (image quality) evaluation is an important and popular topic in many applications. However, the knowledge of how people visually explore distorted images for making decision on noise evaluation is rather limited. In this paper, we conducted psychophysical eye-tracking studies to deeply understand the process of image noise evaluation. We identified two different types of methodologies in the evaluation processing, speed-driven and accuracy-driven respectively, in terms of both evaluation time and decision error. The speed-driven methodology, compared with the accuracy-driven one, uses less time to give evaluation results, with shorter fixation duration and stronger central bias. Furthermore, based on the utilization of temporal-spatial entropy analysis on eye movement data, a quantitative measure is obtained to show significant correlation with the decision-making efficiency of evaluation processing, which is characterized by evaluation time and decision error. As a result, the new measure may be used as a proxy definition for this decision-making efficiency. |
Schlagworte: | Noise level evaluation, Temporal-spatial entropy analysis, Reduced Redundant Information, Decision-making efficiency |
Publikationstyp: | Beitrag in Proceedings (Autorenschaft) |
Erscheinungsdatum: | 09.2019 (Online) |
Erschienen in: |
Proceedings of the 28th International Conference on Artificial Neural Networks
Proceedings of the 28th International Conference on Artificial Neural Networks
(
Springer;
)
zur Publikation |
Titel der Serie: | - |
Bandnummer: | - |
Erstveröffentlichung: | Ja |
Version: | - |
Seite: | S. 29 - 40 |
Versionen
Keine Version vorhanden |
Erscheinungsdatum: | 09.2019 |
ISBN (e-book): | - |
eISSN: | - |
DOI: | http://dx.doi.org/10.1007/978-3-030-30508-6_3 |
Homepage: | https://www.researchgate.net/publication/335699630_Eye_Movement-Based_Analysis_on_Methodologies_and_Efficiency_in_the_Process_of_Image_Noise_Evaluation |
Open Access |
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AutorInnen
Cheng Peng (extern) | ||||
Qing Xu
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Yuejun Guo (extern) | ||||
Klaus Schöffmann (intern) |
Zuordnung
Organisation | Adresse | ||||
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Fakultät für Technische Wissenschaften
Institut für Informationstechnologie
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AT - 9020 Klagenfurt am Wörthersee |
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Forschungscluster | Kein Forschungscluster ausgewählt |
Peer Reviewed |
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Klassifikationsraster der zugeordneten Organisationseinheiten:
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Arbeitsgruppen |
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Kooperationen
Organisation | Adresse | ||
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Tianjin University
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CN
Tianjin |
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University of Girona
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ES
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(Achtung: Externe Aktivitäten werden im Suchergebnis nicht mitangezeigt)
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