Research

Object-level scene descriptions and attention in visual search

Exploring visual scene analysis in humans and assessing its potential for use in computer vision systems

Research Unit: 1

Project Number: 1

Example Behavior:
Individual Intelligence

Disciplines:
Computer Vision
Machine Learning
Psychology

 

 

Project Duration
2019 - 2024


← Projects Overview

Object-level scene descriptions and attention in visual search

Exploring visual scene analysis in humans and assessing its potential for use in computer vision systems

Photo: Unsplash.com/Freddy-Marschall

This project focuses on the potential of object-level search processes for understanding visual scene analysis in humans and assesses their potential for real-world scene interpretation and search tasks by computer vision systems. In order to perform this research, we will study an ecologically valid setting where free-viewing mode, real-world dynamic scenes, and visual exploration tasks that have to be performed simultaneously. This will provide novel insights into the question of how human subjects balance attentional processing under – potentially conflicting – task demands. To this end, we will combine eye-tracking experiments in humans with the computational modelling of fixation sequences, with algorithm development, and with the design of computer vision systems using foveated attention and camera movements akin to eye movements.


Project Results

The team discovered and further described several attentional mechanisms using psychophysical experiments and computational models. Their findings emphasized that vision is not a passive process but requires active decisions about how to move the eyes and where to look next. The team could show that object-based attention, which has been primarily investigated in reduced and specifically tailored visual environments, strongly influences human sampling strategies in the real world. Object-based attention requires a representation of the scene in terms of objects on which attentional mechanisms and selection can act. They propose a mechanism for forming these object representations through an Active InterCONect (AICON) between the object segmentation and the decision-making process of where and when to move the eyes. Further findings of this project include how fixational eye movements enable edge detection, how eye movement characteristics reflect object-based attention, how objects influence the decisions to make eye movements, and how our knowledge about a scene being dynamic or static influences our exploration behavior.


6984777 proj001 1 apa 50 creator desc year 20155 https://www.scienceofintelligence.de/wp-content/plugins/zotpress/
%7B%22status%22%3A%22success%22%2C%22updateneeded%22%3Afalse%2C%22instance%22%3Afalse%2C%22meta%22%3A%7B%22request_last%22%3A0%2C%22request_next%22%3A0%2C%22used_cache%22%3Atrue%7D%2C%22data%22%3A%5B%7B%22key%22%3A%22CTXH2T3L%22%2C%22library%22%3A%7B%22id%22%3A6984777%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Wirth%20et%20al.%22%2C%22parsedDate%22%3A%222022%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BWirth%2C%20L.%2C%20Shurygina%2C%20O.%2C%20Rolfs%2C%20M.%2C%20%26amp%3B%20Ohl%2C%20S.%20%282022%29.%20%26lt%3Bi%26gt%3BTarget-location%20rather%20than%20target-object%20specific%20saccadic%20selection%20in%20visual%20working%20memory%26lt%3B%5C%2Fi%26gt%3B.%2044th%20European%20Conference%20on%20Visual%20Perception%20%28ECVP%29.%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22conferencePaper%22%2C%22title%22%3A%22Target-location%20rather%20than%20target-object%20specific%20saccadic%20selection%20in%20visual%20working%20memory%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Laura%22%2C%22lastName%22%3A%22Wirth%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Olga%22%2C%22lastName%22%3A%22Shurygina%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Martin%22%2C%22lastName%22%3A%22Rolfs%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Sven%22%2C%22lastName%22%3A%22Ohl%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22proceedingsTitle%22%3A%22%22%2C%22conferenceName%22%3A%2244th%20European%20Conference%20on%20Visual%20Perception%20%28ECVP%29%22%2C%22date%22%3A%222022%22%2C%22eventPlace%22%3A%22%22%2C%22DOI%22%3A%22%22%2C%22ISBN%22%3A%22%22%2C%22citationKey%22%3A%22%22%2C%22url%22%3A%22%22%2C%22ISSN%22%3A%22%22%2C%22language%22%3A%22%22%2C%22collections%22%3A%5B%5D%2C%22dateModified%22%3A%222026-06-09T15%3A20%3A50Z%22%7D%7D%2C%7B%22key%22%3A%22DZXFLVBB%22%2C%22library%22%3A%7B%22id%22%3A6984777%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Shurygina%20et%20al.%22%2C%22parsedDate%22%3A%222021%22%2C%22numChildren%22%3A1%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BShurygina%2C%20O.%2C%20Pooresmaeili%2C%20A.%2C%20%26amp%3B%20Rolfs%2C%20M.%20%282021%29.%20Pre-saccadic%20attention%20spreads%20to%20stimuli%20forming%20a%20perceptual%20group%20with%20the%20saccade%20target.%20%26lt%3Bi%26gt%3BCortex%26lt%3B%5C%2Fi%26gt%3B%2C%20%26lt%3Bi%26gt%3B140%26lt%3B%5C%2Fi%26gt%3B%2C%20179%26%23x2013%3B198.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1016%5C%2Fj.cortex.2021.03.020%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1016%5C%2Fj.cortex.2021.03.020%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22Pre-saccadic%20attention%20spreads%20to%20stimuli%20forming%20a%20perceptual%20group%20with%20the%20saccade%20target%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Olga%22%2C%22lastName%22%3A%22Shurygina%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Arezoo%22%2C%22lastName%22%3A%22Pooresmaeili%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Martin%22%2C%22lastName%22%3A%22Rolfs%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22date%22%3A%2207%5C%2F2021%22%2C%22section%22%3A%22%22%2C%22partNumber%22%3A%22%22%2C%22partTitle%22%3A%22%22%2C%22DOI%22%3A%2210.1016%5C%2Fj.cortex.2021.03.020%22%2C%22citationKey%22%3A%22%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Flinkinghub.elsevier.com%5C%2Fretrieve%5C%2Fpii%5C%2FS0010945221001313%22%2C%22PMID%22%3A%22%22%2C%22PMCID%22%3A%22%22%2C%22ISSN%22%3A%2200109452%22%2C%22language%22%3A%22en%22%2C%22collections%22%3A%5B%5D%2C%22dateModified%22%3A%222026-06-22T11%3A53%3A50Z%22%7D%7D%2C%7B%22key%22%3A%22U2IQGB8T%22%2C%22library%22%3A%7B%22id%22%3A6984777%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Shurygina%20and%20Rolfs%22%2C%22parsedDate%22%3A%222021%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BShurygina%2C%20O.%2C%20%26amp%3B%20Rolfs%2C%20M.%20%282021%29.%20Visual%20sensitivity%20and%20reaction%20time%20measures%20show%20no%20evidence%20for%20purely%20exogenous%20object-based%20attention.%20%26lt%3Bi%26gt%3BVision%20Sciences%20Society%20Annual%20Meeting%20%28VSS%29%26lt%3B%5C%2Fi%26gt%3B.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1167%5C%2Fjov.21.9.2571%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1167%5C%2Fjov.21.9.2571%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22conferencePaper%22%2C%22title%22%3A%22Visual%20sensitivity%20and%20reaction%20time%20measures%20show%20no%20evidence%20for%20purely%20exogenous%20object-based%20attention%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Olga%22%2C%22lastName%22%3A%22Shurygina%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Martin%22%2C%22lastName%22%3A%22Rolfs%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22proceedingsTitle%22%3A%22Vision%20Sciences%20Society%20Annual%20Meeting%20%28VSS%29%22%2C%22conferenceName%22%3A%22%22%2C%22date%22%3A%222021%22%2C%22eventPlace%22%3A%22%22%2C%22DOI%22%3A%2210.1167%5C%2Fjov.21.9.2571%22%2C%22ISBN%22%3A%22%22%2C%22citationKey%22%3A%22%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fjov.arvojournals.org%5C%2Farticle.aspx%3Farticleid%3D2777139%22%2C%22ISSN%22%3A%221534-7362%22%2C%22language%22%3A%22en%22%2C%22collections%22%3A%5B%5D%2C%22dateModified%22%3A%222026-06-22T11%3A53%3A53Z%22%7D%7D%2C%7B%22key%22%3A%22MD2W42YY%22%2C%22library%22%3A%7B%22id%22%3A6984777%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Shurygina%20and%20Rolfs%22%2C%22parsedDate%22%3A%222022-05%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BShurygina%2C%20O.%2C%20%26amp%3B%20Rolfs%2C%20M.%20%282022%2C%20May%29.%20Eye%20movement%20characteristics%20reflect%20object-based%20attention.%20%26lt%3Bi%26gt%3BVision%20Sciences%20Society%20Annual%20Meeting%20%28VSS%29%26lt%3B%5C%2Fi%26gt%3B.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1167%5C%2Fjov.22.14.3481%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1167%5C%2Fjov.22.14.3481%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22conferencePaper%22%2C%22title%22%3A%22Eye%20movement%20characteristics%20reflect%20object-based%20attention%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Olga%22%2C%22lastName%22%3A%22Shurygina%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Martin%22%2C%22lastName%22%3A%22Rolfs%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22proceedingsTitle%22%3A%22Vision%20Sciences%20Society%20Annual%20Meeting%20%28VSS%29%22%2C%22conferenceName%22%3A%22%22%2C%22date%22%3A%222022-05%22%2C%22eventPlace%22%3A%22%22%2C%22DOI%22%3A%2210.1167%5C%2Fjov.22.14.3481%22%2C%22ISBN%22%3A%22%22%2C%22citationKey%22%3A%22%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fjov.arvojournals.org%5C%2Farticle.aspx%3Farticleid%3D2784395%22%2C%22ISSN%22%3A%221534-7362%22%2C%22language%22%3A%22en%22%2C%22collections%22%3A%5B%5D%2C%22dateModified%22%3A%222026-06-22T11%3A53%3A56Z%22%7D%7D%2C%7B%22key%22%3A%22BTP53CLP%22%2C%22library%22%3A%7B%22id%22%3A6984777%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Shurygina%20and%20Rolfs%22%2C%22parsedDate%22%3A%222022%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BShurygina%2C%20O.%2C%20%26amp%3B%20Rolfs%2C%20M.%20%282022%29.%20%26lt%3Bi%26gt%3BSaccade%20kinematics%20reflect%20object-based%20attention%20in%20realistic%20but%20not%20in%20simplified%20stimuli.%26lt%3B%5C%2Fi%26gt%3B%2044th%20European%20Conference%20on%20Visual%20Perception%20%28ECVP%29.%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22conferencePaper%22%2C%22title%22%3A%22Saccade%20kinematics%20reflect%20object-based%20attention%20in%20realistic%20but%20not%20in%20simplified%20stimuli.%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Olga%22%2C%22lastName%22%3A%22Shurygina%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Martin%22%2C%22lastName%22%3A%22Rolfs%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22proceedingsTitle%22%3A%22%22%2C%22conferenceName%22%3A%2244th%20European%20Conference%20on%20Visual%20Perception%20%28ECVP%29%22%2C%22date%22%3A%222022%22%2C%22eventPlace%22%3A%22%22%2C%22DOI%22%3A%22%22%2C%22ISBN%22%3A%22%22%2C%22citationKey%22%3A%22%22%2C%22url%22%3A%22%22%2C%22ISSN%22%3A%22%22%2C%22language%22%3A%22%22%2C%22collections%22%3A%5B%5D%2C%22dateModified%22%3A%222026-06-09T15%3A20%3A32Z%22%7D%7D%2C%7B%22key%22%3A%22KJCF98YZ%22%2C%22library%22%3A%7B%22id%22%3A6984777%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Schmittwilken%20et%20al.%22%2C%22parsedDate%22%3A%222024%22%2C%22numChildren%22%3A1%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BSchmittwilken%2C%20L.%2C%20Wichmann%2C%20F.%20A.%2C%20%26amp%3B%20Maertens%2C%20M.%20%282024%29.%20Standard%20models%20of%20spatial%20vision%20mispredict%20edge%20sensitivity%20at%20low%20spatial%20frequencies.%20%26lt%3Bi%26gt%3BVision%20Research%26lt%3B%5C%2Fi%26gt%3B%2C%20%26lt%3Bi%26gt%3B222%26lt%3B%5C%2Fi%26gt%3B%2C%20108450.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1016%5C%2Fj.visres.2024.108450%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1016%5C%2Fj.visres.2024.108450%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22Standard%20models%20of%20spatial%20vision%20mispredict%20edge%20sensitivity%20at%20low%20spatial%20frequencies%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Lynn%22%2C%22lastName%22%3A%22Schmittwilken%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Felix%20A.%22%2C%22lastName%22%3A%22Wichmann%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Marianne%22%2C%22lastName%22%3A%22Maertens%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22date%22%3A%2209%5C%2F2024%22%2C%22section%22%3A%22%22%2C%22partNumber%22%3A%22%22%2C%22partTitle%22%3A%22%22%2C%22DOI%22%3A%2210.1016%5C%2Fj.visres.2024.108450%22%2C%22citationKey%22%3A%22%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Flinkinghub.elsevier.com%5C%2Fretrieve%5C%2Fpii%5C%2FS0042698924000944%22%2C%22PMID%22%3A%22%22%2C%22PMCID%22%3A%22%22%2C%22ISSN%22%3A%2200426989%22%2C%22language%22%3A%22en%22%2C%22collections%22%3A%5B%5D%2C%22dateModified%22%3A%222026-06-22T11%3A59%3A06Z%22%7D%7D%2C%7B%22key%22%3A%22BKP3TP6N%22%2C%22library%22%3A%7B%22id%22%3A6984777%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Schmittwilken%20et%20al.%22%2C%22parsedDate%22%3A%222021-10%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BSchmittwilken%2C%20L.%2C%20Matic%2C%20M.%2C%20Maertens%2C%20M.%2C%20%26amp%3B%20Vincent%2C%20J.%20%282021%2C%20October%29.%20BRENCH%3A%20An%20open-source%20framework%20for%20b%28r%29enchmarking%20brightness%20models.%20%26lt%3Bi%26gt%3BOptica%20Fall%20Vision%20Meeting%26lt%3B%5C%2Fi%26gt%3B.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1167%5C%2Fjov.22.3.36%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1167%5C%2Fjov.22.3.36%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22conferencePaper%22%2C%22title%22%3A%22BRENCH%3A%20An%20open-source%20framework%20for%20b%28r%29enchmarking%20brightness%20models%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Lynn%22%2C%22lastName%22%3A%22Schmittwilken%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Matko%22%2C%22lastName%22%3A%22Matic%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Marianne%22%2C%22lastName%22%3A%22Maertens%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Joris%22%2C%22lastName%22%3A%22Vincent%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22proceedingsTitle%22%3A%22Optica%20Fall%20Vision%20Meeting%22%2C%22conferenceName%22%3A%22%22%2C%22date%22%3A%222021-10%22%2C%22eventPlace%22%3A%22%22%2C%22DOI%22%3A%2210.1167%5C%2Fjov.22.3.36%22%2C%22ISBN%22%3A%22%22%2C%22citationKey%22%3A%22%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fjov.arvojournals.org%5C%2Farticle.aspx%3Farticleid%3D2778446%22%2C%22ISSN%22%3A%221534-7362%22%2C%22language%22%3A%22en%22%2C%22collections%22%3A%5B%5D%2C%22dateModified%22%3A%222026-06-22T11%3A53%3A20Z%22%7D%7D%2C%7B%22key%22%3A%22F7A927UY%22%2C%22library%22%3A%7B%22id%22%3A6984777%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Schmittwilken%20and%20Maertens%22%2C%22parsedDate%22%3A%222022-07-14%22%2C%22numChildren%22%3A1%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BSchmittwilken%2C%20L.%2C%20%26amp%3B%20Maertens%2C%20M.%20%282022%29.%20Fixational%20eye%20movements%20enable%20robust%20edge%20detection.%20%26lt%3Bi%26gt%3BJournal%20of%20Vision%26lt%3B%5C%2Fi%26gt%3B%2C%20%26lt%3Bi%26gt%3B22%26lt%3B%5C%2Fi%26gt%3B%288%29%2C%205.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1167%5C%2Fjov.22.8.5%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1167%5C%2Fjov.22.8.5%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22Fixational%20eye%20movements%20enable%20robust%20edge%20detection%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Lynn%22%2C%22lastName%22%3A%22Schmittwilken%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Marianne%22%2C%22lastName%22%3A%22Maertens%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22date%22%3A%222022-07-14%22%2C%22section%22%3A%22%22%2C%22partNumber%22%3A%22%22%2C%22partTitle%22%3A%22%22%2C%22DOI%22%3A%2210.1167%5C%2Fjov.22.8.5%22%2C%22citationKey%22%3A%22%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fjov.arvojournals.org%5C%2Farticle.aspx%3Farticleid%3D2783478%22%2C%22PMID%22%3A%22%22%2C%22PMCID%22%3A%22%22%2C%22ISSN%22%3A%221534-7362%22%2C%22language%22%3A%22en%22%2C%22collections%22%3A%5B%5D%2C%22dateModified%22%3A%222026-06-22T11%3A52%3A47Z%22%7D%7D%2C%7B%22key%22%3A%22CT3AUKXT%22%2C%22library%22%3A%7B%22id%22%3A6984777%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Schmittwilken%20and%20Maertens%22%2C%22parsedDate%22%3A%222022-05%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BSchmittwilken%2C%20L.%2C%20%26amp%3B%20Maertens%2C%20M.%20%282022%2C%20May%29.%20Medium%20spatial%20frequencies%20mask%20edges%20most%20effectively.%20%26lt%3Bi%26gt%3BVision%20Sciences%20Society%20Annual%20Meeting%20%28VSS%29%26lt%3B%5C%2Fi%26gt%3B.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1167%5C%2Fjov.22.14.4041%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1167%5C%2Fjov.22.14.4041%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22conferencePaper%22%2C%22title%22%3A%22Medium%20spatial%20frequencies%20mask%20edges%20most%20effectively%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Lynn%22%2C%22lastName%22%3A%22Schmittwilken%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Marianne%22%2C%22lastName%22%3A%22Maertens%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22proceedingsTitle%22%3A%22Vision%20Sciences%20Society%20Annual%20Meeting%20%28VSS%29%22%2C%22conferenceName%22%3A%22%22%2C%22date%22%3A%222022-05%22%2C%22eventPlace%22%3A%22%22%2C%22DOI%22%3A%2210.1167%5C%2Fjov.22.14.4041%22%2C%22ISBN%22%3A%22%22%2C%22citationKey%22%3A%22%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fjov.arvojournals.org%5C%2Farticle.aspx%3Farticleid%3D2784996%22%2C%22ISSN%22%3A%221534-7362%22%2C%22language%22%3A%22en%22%2C%22collections%22%3A%5B%5D%2C%22dateModified%22%3A%222026-06-22T11%3A53%3A17Z%22%7D%7D%2C%7B%22key%22%3A%22DIDJM7HS%22%2C%22library%22%3A%7B%22id%22%3A6984777%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Roth%20et%20al.%22%2C%22parsedDate%22%3A%222022-05%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BRoth%2C%20N.%2C%20Rolfs%2C%20M.%2C%20%26amp%3B%20Obermayer%2C%20K.%20%282022%2C%20May%29.%20Scanpath%20prediction%20in%20dynamic%20real-world%20scenes%20based%20on%20object-based%20selection.%20%26lt%3Bi%26gt%3BVision%20Sciences%20Society%20Annual%20Meeting%20%28VSS%29%26lt%3B%5C%2Fi%26gt%3B.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1167%5C%2Fjov.22.14.4217%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1167%5C%2Fjov.22.14.4217%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22conferencePaper%22%2C%22title%22%3A%22Scanpath%20prediction%20in%20dynamic%20real-world%20scenes%20based%20on%20object-based%20selection%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Nicolas%22%2C%22lastName%22%3A%22Roth%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Martin%22%2C%22lastName%22%3A%22Rolfs%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Klaus%22%2C%22lastName%22%3A%22Obermayer%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22proceedingsTitle%22%3A%22Vision%20Sciences%20Society%20Annual%20Meeting%20%28VSS%29%22%2C%22conferenceName%22%3A%22%22%2C%22date%22%3A%222022-05%22%2C%22eventPlace%22%3A%22%22%2C%22DOI%22%3A%2210.1167%5C%2Fjov.22.14.4217%22%2C%22ISBN%22%3A%22%22%2C%22citationKey%22%3A%22%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fjov.arvojournals.org%5C%2Farticle.aspx%3Farticleid%3D2784832%22%2C%22ISSN%22%3A%221534-7362%22%2C%22language%22%3A%22en%22%2C%22collections%22%3A%5B%5D%2C%22dateModified%22%3A%222026-06-22T11%3A53%3A14Z%22%7D%7D%2C%7B%22key%22%3A%224WSXIVTT%22%2C%22library%22%3A%7B%22id%22%3A6984777%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Roth%20et%20al.%22%2C%22parsedDate%22%3A%222023-05%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BRoth%2C%20N.%2C%20McLaughlin%2C%20J.%2C%20Obermayer%2C%20K.%2C%20%26amp%3B%20Rolfs%2C%20M.%20%282023%2C%20May%29.%20Looking%20for%20potential%20action%3A%20Differences%20in%20exploration%20behavior%20of%20static%20and%20%28potentially%29%20dynamic%20scenes.%20In%20%26lt%3Bi%26gt%3BJournal%20of%20Vision%26lt%3B%5C%2Fi%26gt%3B%20%5BPoster%5D.%20Vision%20Sciences%20Society%20Annual%20Meeting%20%28VSS%29.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1167%5C%2Fjov.23.9.5293%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1167%5C%2Fjov.23.9.5293%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22presentation%22%2C%22title%22%3A%22Looking%20for%20potential%20action%3A%20Differences%20in%20exploration%20behavior%20of%20static%20and%20%28potentially%29%20dynamic%20scenes%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Nicolas%22%2C%22lastName%22%3A%22Roth%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Jasper%22%2C%22lastName%22%3A%22McLaughlin%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Klaus%22%2C%22lastName%22%3A%22Obermayer%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Martin%22%2C%22lastName%22%3A%22Rolfs%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22date%22%3A%222023-05%22%2C%22sessionTitle%22%3A%22Journal%20of%20Vision%22%2C%22DOI%22%3A%2210.1167%5C%2Fjov.23.9.5293%22%2C%22citationKey%22%3A%22%22%2C%22url%22%3A%22%22%2C%22language%22%3A%22en%22%2C%22collections%22%3A%5B%5D%2C%22dateModified%22%3A%222026-06-22T11%3A55%3A45Z%22%7D%7D%2C%7B%22key%22%3A%22W6Z5RK3X%22%2C%22library%22%3A%7B%22id%22%3A6984777%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Roth%20et%20al.%22%2C%22parsedDate%22%3A%222023-10-26%22%2C%22numChildren%22%3A1%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BRoth%2C%20N.%2C%20Rolfs%2C%20M.%2C%20Hellwich%2C%20O.%2C%20%26amp%3B%20Obermayer%2C%20K.%20%282023%29.%20Objects%20guide%20human%20gaze%20behavior%20in%20dynamic%20real-world%20scenes.%20%26lt%3Bi%26gt%3BPLOS%20Computational%20Biology%26lt%3B%5C%2Fi%26gt%3B%2C%20%26lt%3Bi%26gt%3B19%26lt%3B%5C%2Fi%26gt%3B%2810%29%2C%20e1011512.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1371%5C%2Fjournal.pcbi.1011512%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1371%5C%2Fjournal.pcbi.1011512%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22Objects%20guide%20human%20gaze%20behavior%20in%20dynamic%20real-world%20scenes%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Nicolas%22%2C%22lastName%22%3A%22Roth%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Martin%22%2C%22lastName%22%3A%22Rolfs%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Olaf%22%2C%22lastName%22%3A%22Hellwich%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Klaus%22%2C%22lastName%22%3A%22Obermayer%22%7D%2C%7B%22creatorType%22%3A%22editor%22%2C%22firstName%22%3A%22Tim%20Christian%22%2C%22lastName%22%3A%22Kietzmann%22%7D%5D%2C%22abstractNote%22%3A%22The%20complexity%20of%20natural%20scenes%20makes%20it%20challenging%20to%20experimentally%20study%20the%20mechanisms%20behind%20human%20gaze%20behavior%20when%20viewing%20dynamic%20environments.%20Historically%2C%20eye%20movements%20were%20believed%20to%20be%20driven%20primarily%20by%20space-based%20attention%20towards%20locations%20with%20salient%20features.%20Increasing%20evidence%20suggests%2C%20however%2C%20that%20visual%20attention%20does%20not%20select%20locations%20with%20high%20saliency%20but%20operates%20on%20attentional%20units%20given%20by%20the%20objects%20in%20the%20scene.%20We%20present%20a%20new%20computational%20framework%20to%20investigate%20the%20importance%20of%20objects%20for%20attentional%20guidance.%20This%20framework%20is%20designed%20to%20simulate%20realistic%20scanpaths%20for%20dynamic%20real-world%20scenes%2C%20including%20saccade%20timing%20and%20smooth%20pursuit%20behavior.%20Individual%20model%20components%20are%20based%20on%20psychophysically%20uncovered%20mechanisms%20of%20visual%20attention%20and%20saccadic%20decision-making.%20All%20mechanisms%20are%20implemented%20in%20a%20modular%20fashion%20with%20a%20small%20number%20of%20well-interpretable%20parameters.%20To%20systematically%20analyze%20the%20importance%20of%20objects%20in%20guiding%20gaze%20behavior%2C%20we%20implemented%20five%20different%20models%20within%20this%20framework%3A%20two%20purely%20spatial%20models%2C%20where%20one%20is%20based%20on%20low-level%20saliency%20and%20one%20on%20high-level%20saliency%2C%20two%20object-based%20models%2C%20with%20one%20incorporating%20low-level%20saliency%20for%20each%20object%20and%20the%20other%20one%20not%20using%20any%20saliency%20information%2C%20and%20a%20mixed%20model%20with%20object-based%20attention%20and%20selection%20but%20space-based%20inhibition%20of%20return.%20We%20optimized%20each%20model%5Cu2019s%20parameters%20to%20reproduce%20the%20saccade%20amplitude%20and%20fixation%20duration%20distributions%20of%20human%20scanpaths%20using%20evolutionary%20algorithms.%20We%20compared%20model%20performance%20with%20respect%20to%20spatial%20and%20temporal%20fixation%20behavior%2C%20including%20the%20proportion%20of%20fixations%20exploring%20the%20background%2C%20as%20well%20as%20detecting%2C%20inspecting%2C%20and%20returning%20to%20objects.%20A%20model%20with%20object-based%20attention%20and%20inhibition%2C%20which%20uses%20saliency%20information%20to%20prioritize%20between%20objects%20for%20saccadic%20selection%2C%20leads%20to%20scanpath%20statistics%20with%20the%20highest%20similarity%20to%20the%20human%20data.%20This%20demonstrates%20that%20scanpath%20models%20benefit%20from%20object-based%20attention%20and%20selection%2C%20suggesting%20that%20object-level%20attentional%20units%20play%20an%20important%20role%20in%20guiding%20attentional%20processing.%22%2C%22date%22%3A%222023-10-26%22%2C%22section%22%3A%22%22%2C%22partNumber%22%3A%22%22%2C%22partTitle%22%3A%22%22%2C%22DOI%22%3A%2210.1371%5C%2Fjournal.pcbi.1011512%22%2C%22citationKey%22%3A%22%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fdx.plos.org%5C%2F10.1371%5C%2Fjournal.pcbi.1011512%22%2C%22PMID%22%3A%22%22%2C%22PMCID%22%3A%22%22%2C%22ISSN%22%3A%221553-7358%22%2C%22language%22%3A%22en%22%2C%22collections%22%3A%5B%5D%2C%22dateModified%22%3A%222026-06-22T11%3A55%3A48Z%22%7D%7D%2C%7B%22key%22%3A%22ZFVWBGBD%22%2C%22library%22%3A%7B%22id%22%3A6984777%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Roth%20et%20al.%22%2C%22parsedDate%22%3A%222024%22%2C%22numChildren%22%3A1%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BRoth%2C%20N.%2C%20McLaughlin%2C%20J.%2C%20Obermayer%2C%20K.%2C%20%26amp%3B%20Rolfs%2C%20M.%20%282024%29.%20Gaze%20Behavior%20Reveals%20Expectations%20of%20Potential%20Scene%20Changes.%20%26lt%3Bi%26gt%3BPsychological%20Science%26lt%3B%5C%2Fi%26gt%3B%2C%20%26lt%3Bi%26gt%3B35%26lt%3B%5C%2Fi%26gt%3B%2812%29%2C%201350%26%23x2013%3B1363.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1177%5C%2F09567976241279198%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1177%5C%2F09567976241279198%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22Gaze%20Behavior%20Reveals%20Expectations%20of%20Potential%20Scene%20Changes%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Nicolas%22%2C%22lastName%22%3A%22Roth%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jasper%22%2C%22lastName%22%3A%22McLaughlin%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Klaus%22%2C%22lastName%22%3A%22Obermayer%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Martin%22%2C%22lastName%22%3A%22Rolfs%22%7D%5D%2C%22abstractNote%22%3A%22Even%20if%20the%20scene%20before%20our%20eyes%20remains%20static%20for%20some%20time%2C%20we%20might%20explore%20it%20differently%20compared%20with%20how%20we%20examine%20static%20images%2C%20which%20are%20commonly%20used%20in%20studies%20on%20visual%20attention.%20Here%20we%20show%20experimentally%20that%20the%20top-down%20expectation%20of%20changes%20in%20natural%20scenes%20causes%20clearly%20distinguishable%20gaze%20behavior%20for%20visually%20identical%20scenes.%20We%20present%20free-viewing%20eye-tracking%20data%20of%2020%20healthy%20adults%20on%20a%20new%20video%20dataset%20of%20natural%20scenes%2C%20each%20mapped%20for%20its%20potential%20for%20change%20%28PfC%29%20in%20independent%20ratings.%20Observers%20looking%20at%20frozen%20videos%20looked%20significantly%20more%20often%20at%20the%20parts%20of%20the%20scene%20with%20a%20high%20PfC%20compared%20with%20static%20images%2C%20with%20substantially%20higher%20interobserver%20coherence.%20This%20viewing%20difference%20peaked%20right%20before%20a%20potential%20movement%20onset.%20Established%20concepts%20like%20object%20animacy%20or%20salience%20alone%20could%20not%20explain%20this%20finding.%20Images%20thus%20conceal%20experience-based%20expectations%20that%20affect%20gaze%20behavior%20in%20the%20potentially%20dynamic%20real%20world.%22%2C%22date%22%3A%2212%5C%2F2024%22%2C%22section%22%3A%22%22%2C%22partNumber%22%3A%22%22%2C%22partTitle%22%3A%22%22%2C%22DOI%22%3A%2210.1177%5C%2F09567976241279198%22%2C%22citationKey%22%3A%22%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fjournals.sagepub.com%5C%2Fdoi%5C%2F10.1177%5C%2F09567976241279198%22%2C%22PMID%22%3A%22%22%2C%22PMCID%22%3A%22%22%2C%22ISSN%22%3A%220956-7976%2C%201467-9280%22%2C%22language%22%3A%22en%22%2C%22collections%22%3A%5B%5D%2C%22dateModified%22%3A%222026-06-22T11%3A57%3A14Z%22%7D%7D%2C%7B%22key%22%3A%22KU8YP4QT%22%2C%22library%22%3A%7B%22id%22%3A6984777%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Roth%20et%20al.%22%2C%22parsedDate%22%3A%222023-05-16%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BRoth%2C%20N.%2C%20Shurygina%2C%20O.%2C%20Muscinelli%2C%20F.%2C%20Obermayer%2C%20K.%2C%20%26amp%3B%20Rolfs%2C%20M.%20%282023%2C%20May%2016%29.%20%26lt%3Bi%26gt%3BModeling%20the%20spread%20of%20object-based%20attention%20during%20free%20viewing%26lt%3B%5C%2Fi%26gt%3B%20%5BPoster%5D.%20MODVIS%20Workshop.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-ItemURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdocs.lib.purdue.edu%5C%2Fmodvis%5C%2F2023%5C%2Fsession02%5C%2F3%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdocs.lib.purdue.edu%5C%2Fmodvis%5C%2F2023%5C%2Fsession02%5C%2F3%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22presentation%22%2C%22title%22%3A%22Modeling%20the%20spread%20of%20object-based%20attention%20during%20free%20viewing%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Nicolas%22%2C%22lastName%22%3A%22Roth%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Olga%22%2C%22lastName%22%3A%22Shurygina%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Flora%22%2C%22lastName%22%3A%22Muscinelli%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Klaus%22%2C%22lastName%22%3A%22Obermayer%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Martin%22%2C%22lastName%22%3A%22Rolfs%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22date%22%3A%222023-05-16%22%2C%22sessionTitle%22%3A%22%22%2C%22DOI%22%3A%22%22%2C%22citationKey%22%3A%22%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fdocs.lib.purdue.edu%5C%2Fmodvis%5C%2F2023%5C%2Fsession02%5C%2F3%22%2C%22language%22%3A%22%22%2C%22collections%22%3A%5B%5D%2C%22dateModified%22%3A%222026-06-17T07%3A38%3A46Z%22%7D%7D%2C%7B%22key%22%3A%22WSZT6FPQ%22%2C%22library%22%3A%7B%22id%22%3A6984777%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Roth%20et%20al.%22%2C%22parsedDate%22%3A%222022-05%22%2C%22numChildren%22%3A1%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BRoth%2C%20N.%2C%20Rolfs%2C%20M.%2C%20%26amp%3B%20Obermayer%2C%20K.%20%282022%2C%20May%29.%20%26lt%3Bi%26gt%3BScanDy%3A%20Simulating%20Realistic%20Human%20Scanpaths%20in%20Dynamic%20Real-World%20Scenes%26lt%3B%5C%2Fi%26gt%3B.%20MODVIS%20Workshop.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-ItemURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdocs.lib.purdue.edu%5C%2Fmodvis%5C%2F2022%5C%2Fsession01%5C%2F6%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdocs.lib.purdue.edu%5C%2Fmodvis%5C%2F2022%5C%2Fsession01%5C%2F6%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22presentation%22%2C%22title%22%3A%22ScanDy%3A%20Simulating%20Realistic%20Human%20Scanpaths%20in%20Dynamic%20Real-World%20Scenes%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Nicolas%22%2C%22lastName%22%3A%22Roth%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Martin%22%2C%22lastName%22%3A%22Rolfs%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Klaus%22%2C%22lastName%22%3A%22Obermayer%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22date%22%3A%222022-05%22%2C%22sessionTitle%22%3A%22%22%2C%22DOI%22%3A%22%22%2C%22citationKey%22%3A%22%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fdocs.lib.purdue.edu%5C%2Fmodvis%5C%2F2022%5C%2Fsession01%5C%2F6%22%2C%22language%22%3A%22%22%2C%22collections%22%3A%5B%5D%2C%22dateModified%22%3A%222026-06-09T13%3A51%3A23Z%22%7D%7D%2C%7B%22key%22%3A%22EYWZDLFS%22%2C%22library%22%3A%7B%22id%22%3A6984777%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Roth%20et%20al.%22%2C%22parsedDate%22%3A%222021%22%2C%22numChildren%22%3A1%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BRoth%2C%20N.%2C%20Bideau%2C%20P.%2C%20Hellwich%2C%20O.%2C%20Rolfs%2C%20M.%2C%20%26amp%3B%20Obermayer%2C%20K.%20%282021%29.%20%26lt%3Bi%26gt%3BA%20modular%20framework%20for%20object-based%20saccadic%20decisions%20in%20dynamic%20scenes%26lt%3B%5C%2Fi%26gt%3B.%20EPIC%20workshop%20at%20CVPR.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.48550%5C%2FARXIV.2106.06073%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.48550%5C%2FARXIV.2106.06073%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22conferencePaper%22%2C%22title%22%3A%22A%20modular%20framework%20for%20object-based%20saccadic%20decisions%20in%20dynamic%20scenes%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Nicolas%22%2C%22lastName%22%3A%22Roth%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Pia%22%2C%22lastName%22%3A%22Bideau%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Olaf%22%2C%22lastName%22%3A%22Hellwich%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Martin%22%2C%22lastName%22%3A%22Rolfs%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Klaus%22%2C%22lastName%22%3A%22Obermayer%22%7D%5D%2C%22abstractNote%22%3A%22Visually%20exploring%20the%20world%20around%20us%20is%20not%20a%20passive%20process.%20Instead%2C%20we%20actively%20explore%20the%20world%20and%20acquire%20visual%20information%20over%20time.%20Here%2C%20we%20present%20a%20new%20model%20for%20simulating%20human%20eye-movement%20behavior%20in%20dynamic%20real-world%20scenes.%20We%20model%20this%20active%20scene%20exploration%20as%20a%20sequential%20decision%20making%20process.%20We%20adapt%20the%20popular%20drift-diffusion%20model%20%28DDM%29%20for%20perceptual%20decision%20making%20and%20extend%20it%20towards%20multiple%20options%2C%20defined%20by%20objects%20present%20in%20the%20scene.%20For%20each%20possible%20choice%2C%20the%20model%20integrates%20evidence%20over%20time%20and%20a%20decision%20%28saccadic%20eye%20movement%29%20is%20triggered%20as%20soon%20as%20evidence%20crosses%20a%20decision%20threshold.%20Drawing%20this%20explicit%20connection%20between%20decision%20making%20and%20object-based%20scene%20perception%20is%20highly%20relevant%20in%20the%20context%20of%20active%20viewing%2C%20where%20decisions%20are%20made%20continuously%20while%20interacting%20with%20an%20external%20environment.%20We%20validate%20our%20model%20with%20a%20carefully%20designed%20ablation%20study%20and%20explore%20influences%20of%20our%20model%20parameters.%20A%20comparison%20on%20the%20VidCom%20dataset%20supports%20the%20plausibility%20of%20the%20proposed%20approach.%22%2C%22proceedingsTitle%22%3A%22%22%2C%22conferenceName%22%3A%22EPIC%20workshop%20at%20CVPR%22%2C%22date%22%3A%222021%22%2C%22eventPlace%22%3A%22%22%2C%22DOI%22%3A%2210.48550%5C%2FARXIV.2106.06073%22%2C%22ISBN%22%3A%22%22%2C%22citationKey%22%3A%22%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Farxiv.org%5C%2Fabs%5C%2F2106.06073%22%2C%22ISSN%22%3A%22%22%2C%22language%22%3A%22%22%2C%22collections%22%3A%5B%5D%2C%22dateModified%22%3A%222026-05-26T14%3A46%3A01Z%22%7D%7D%2C%7B%22key%22%3A%22DZ8PQZ9M%22%2C%22library%22%3A%7B%22id%22%3A6984777%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Roth%20et%20al.%22%2C%22parsedDate%22%3A%222021%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BRoth%2C%20N.%2C%20Bideau%2C%20P.%2C%20Hellwich%2C%20O.%2C%20Rolfs%2C%20M.%2C%20%26amp%3B%20Obermayer%2C%20K.%20%282021%29.%20%26lt%3Bi%26gt%3BModeling%20the%20influence%20of%20objects%20on%20saccadic%20decisions%20in%20dynamic%20real-world%20scenes%26lt%3B%5C%2Fi%26gt%3B.%2043rd%20European%20Conference%20on%20Visual%20Perception%20%28ECVP%29.%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22presentation%22%2C%22title%22%3A%22Modeling%20the%20influence%20of%20objects%20on%20saccadic%20decisions%20in%20dynamic%20real-world%20scenes%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Nicolas%22%2C%22lastName%22%3A%22Roth%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Pia%22%2C%22lastName%22%3A%22Bideau%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Olaf%22%2C%22lastName%22%3A%22Hellwich%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Martin%22%2C%22lastName%22%3A%22Rolfs%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Klaus%22%2C%22lastName%22%3A%22Obermayer%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22date%22%3A%222021%22%2C%22sessionTitle%22%3A%22%22%2C%22DOI%22%3A%22%22%2C%22citationKey%22%3A%22%22%2C%22url%22%3A%22%22%2C%22language%22%3A%22%22%2C%22collections%22%3A%5B%5D%2C%22dateModified%22%3A%222026-05-26T15%3A11%3A12Z%22%7D%7D%2C%7B%22key%22%3A%22N37VVQPI%22%2C%22library%22%3A%7B%22id%22%3A6984777%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Muscinelli%20et%20al.%22%2C%22parsedDate%22%3A%222022%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BMuscinelli%2C%20F.%2C%20Roth%2C%20N.%2C%20Shurygina%2C%20O.%2C%20Obermayer%2C%20K.%2C%20%26amp%3B%20Rolfs%2C%20M.%20%282022%29.%20%26lt%3Bi%26gt%3BObject-based%20Spread%20of%20Attention%20Affects%20Fixation%20Duration%20During%20Free%20Viewing%26lt%3B%5C%2Fi%26gt%3B.%2044th%20European%20Conference%20on%20Visual%20Perception%20%28ECVP%29.%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22conferencePaper%22%2C%22title%22%3A%22Object-based%20Spread%20of%20Attention%20Affects%20Fixation%20Duration%20During%20Free%20Viewing%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Flora%22%2C%22lastName%22%3A%22Muscinelli%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Nicolas%22%2C%22lastName%22%3A%22Roth%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Olga%22%2C%22lastName%22%3A%22Shurygina%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Klaus%22%2C%22lastName%22%3A%22Obermayer%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Martin%22%2C%22lastName%22%3A%22Rolfs%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22proceedingsTitle%22%3A%22%22%2C%22conferenceName%22%3A%2244th%20European%20Conference%20on%20Visual%20Perception%20%28ECVP%29%22%2C%22date%22%3A%222022%22%2C%22eventPlace%22%3A%22%22%2C%22DOI%22%3A%22%22%2C%22ISBN%22%3A%22%22%2C%22citationKey%22%3A%22%22%2C%22url%22%3A%22%22%2C%22ISSN%22%3A%22%22%2C%22language%22%3A%22%22%2C%22collections%22%3A%5B%5D%2C%22dateModified%22%3A%222026-06-09T15%3A20%3A18Z%22%7D%7D%2C%7B%22key%22%3A%22H73RQBFB%22%2C%22library%22%3A%7B%22id%22%3A6984777%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Mengers%20et%20al.%22%2C%22parsedDate%22%3A%222025-02-10%22%2C%22numChildren%22%3A1%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BMengers%2C%20V.%2C%20Roth%2C%20N.%2C%20Brock%2C%20O.%2C%20Obermayer%2C%20K.%2C%20%26amp%3B%20Rolfs%2C%20M.%20%282025%29.%20A%20robotics-inspired%20scanpath%20model%20reveals%20the%20importance%20of%20uncertainty%20and%20semantic%20object%20cues%20for%20gaze%20guidance%20in%20dynamic%20scenes.%20%26lt%3Bi%26gt%3BJournal%20of%20Vision%26lt%3B%5C%2Fi%26gt%3B%2C%20%26lt%3Bi%26gt%3B25%26lt%3B%5C%2Fi%26gt%3B%282%29%2C%206.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1167%5C%2Fjov.25.2.6%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1167%5C%2Fjov.25.2.6%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22A%20robotics-inspired%20scanpath%20model%20reveals%20the%20importance%20of%20uncertainty%20and%20semantic%20object%20cues%20for%20gaze%20guidance%20in%20dynamic%20scenes%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Vito%22%2C%22lastName%22%3A%22Mengers%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Nicolas%22%2C%22lastName%22%3A%22Roth%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Oliver%22%2C%22lastName%22%3A%22Brock%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Klaus%22%2C%22lastName%22%3A%22Obermayer%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Martin%22%2C%22lastName%22%3A%22Rolfs%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22date%22%3A%222025-02-10%22%2C%22section%22%3A%22%22%2C%22partNumber%22%3A%22%22%2C%22partTitle%22%3A%22%22%2C%22DOI%22%3A%2210.1167%5C%2Fjov.25.2.6%22%2C%22citationKey%22%3A%22%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fjov.arvojournals.org%5C%2Farticle.aspx%3Farticleid%3D2802570%22%2C%22PMID%22%3A%22%22%2C%22PMCID%22%3A%22%22%2C%22ISSN%22%3A%221534-7362%22%2C%22language%22%3A%22en%22%2C%22collections%22%3A%5B%5D%2C%22dateModified%22%3A%222026-06-22T11%3A57%3A51Z%22%7D%7D%5D%7D
Wirth, L., Shurygina, O., Rolfs, M., & Ohl, S. (2022). Target-location rather than target-object specific saccadic selection in visual working memory. 44th European Conference on Visual Perception (ECVP).
Shurygina, O., Pooresmaeili, A., & Rolfs, M. (2021). Pre-saccadic attention spreads to stimuli forming a perceptual group with the saccade target. Cortex, 140, 179–198. https://doi.org/10.1016/j.cortex.2021.03.020
Shurygina, O., & Rolfs, M. (2021). Visual sensitivity and reaction time measures show no evidence for purely exogenous object-based attention. Vision Sciences Society Annual Meeting (VSS). https://doi.org/10.1167/jov.21.9.2571
Shurygina, O., & Rolfs, M. (2022, May). Eye movement characteristics reflect object-based attention. Vision Sciences Society Annual Meeting (VSS). https://doi.org/10.1167/jov.22.14.3481
Shurygina, O., & Rolfs, M. (2022). Saccade kinematics reflect object-based attention in realistic but not in simplified stimuli. 44th European Conference on Visual Perception (ECVP).
Schmittwilken, L., Wichmann, F. A., & Maertens, M. (2024). Standard models of spatial vision mispredict edge sensitivity at low spatial frequencies. Vision Research, 222, 108450. https://doi.org/10.1016/j.visres.2024.108450
Schmittwilken, L., Matic, M., Maertens, M., & Vincent, J. (2021, October). BRENCH: An open-source framework for b(r)enchmarking brightness models. Optica Fall Vision Meeting. https://doi.org/10.1167/jov.22.3.36
Schmittwilken, L., & Maertens, M. (2022). Fixational eye movements enable robust edge detection. Journal of Vision, 22(8), 5. https://doi.org/10.1167/jov.22.8.5
Schmittwilken, L., & Maertens, M. (2022, May). Medium spatial frequencies mask edges most effectively. Vision Sciences Society Annual Meeting (VSS). https://doi.org/10.1167/jov.22.14.4041
Roth, N., Rolfs, M., & Obermayer, K. (2022, May). Scanpath prediction in dynamic real-world scenes based on object-based selection. Vision Sciences Society Annual Meeting (VSS). https://doi.org/10.1167/jov.22.14.4217
Roth, N., McLaughlin, J., Obermayer, K., & Rolfs, M. (2023, May). Looking for potential action: Differences in exploration behavior of static and (potentially) dynamic scenes. In Journal of Vision [Poster]. Vision Sciences Society Annual Meeting (VSS). https://doi.org/10.1167/jov.23.9.5293
Roth, N., Rolfs, M., Hellwich, O., & Obermayer, K. (2023). Objects guide human gaze behavior in dynamic real-world scenes. PLOS Computational Biology, 19(10), e1011512. https://doi.org/10.1371/journal.pcbi.1011512
Roth, N., McLaughlin, J., Obermayer, K., & Rolfs, M. (2024). Gaze Behavior Reveals Expectations of Potential Scene Changes. Psychological Science, 35(12), 1350–1363. https://doi.org/10.1177/09567976241279198
Roth, N., Shurygina, O., Muscinelli, F., Obermayer, K., & Rolfs, M. (2023, May 16). Modeling the spread of object-based attention during free viewing [Poster]. MODVIS Workshop. https://docs.lib.purdue.edu/modvis/2023/session02/3
Roth, N., Rolfs, M., & Obermayer, K. (2022, May). ScanDy: Simulating Realistic Human Scanpaths in Dynamic Real-World Scenes. MODVIS Workshop. https://docs.lib.purdue.edu/modvis/2022/session01/6
Roth, N., Bideau, P., Hellwich, O., Rolfs, M., & Obermayer, K. (2021). A modular framework for object-based saccadic decisions in dynamic scenes. EPIC workshop at CVPR. https://doi.org/10.48550/ARXIV.2106.06073
Roth, N., Bideau, P., Hellwich, O., Rolfs, M., & Obermayer, K. (2021). Modeling the influence of objects on saccadic decisions in dynamic real-world scenes. 43rd European Conference on Visual Perception (ECVP).
Muscinelli, F., Roth, N., Shurygina, O., Obermayer, K., & Rolfs, M. (2022). Object-based Spread of Attention Affects Fixation Duration During Free Viewing. 44th European Conference on Visual Perception (ECVP).
Mengers, V., Roth, N., Brock, O., Obermayer, K., & Rolfs, M. (2025). A robotics-inspired scanpath model reveals the importance of uncertainty and semantic object cues for gaze guidance in dynamic scenes. Journal of Vision, 25(2), 6. https://doi.org/10.1167/jov.25.2.6

Research

An overview of our scientific work

See our Research Projects