FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2005677753> ?p ?o ?g. }

• W2005677753 abstract "Much of early vision research drew inspirations from what was then known about biological vision. Progress was slow however, and over time machine learning in combination with features selected more on pragmatic grounds took over. Increasingly impressive results seem to justify that approach. The advent of affordable depth cameras further moved the field (certainly in robotics) away from biological considerations—why bother how the human brain arrives at 3D scene interpretations when the 3D data is just readily available? Not all problems simply vanish however by throwing novel sensors and heavy machine learning at them. 3D sensors really only give 2.5D data. The backside, as well as sensor artefacts coming from physical limitations, still need to be filled in. And how meaning can be attached to visual percepts—2D or 3D—can not simply be explained by learning from large hand labelled data bases. So there is still a lot to learn from biological vision systems. How to arrive at a sufficiently clear (whatever that means in detail) interpretation of the scene from several patchy cues? How to tightly couple vision to other aspects of a cognitive system? What is the right level of abstraction for representations? In this issue we present current work in bio-inspired vision systems and explore the possibilities offered by new findings in biological vision systems as well as latest developments in machine vision. The survey article by Kruger et al. starts with a short history of biologically motivated methods in computer vision and lists several open problems in current computer vision research. This is contrasted with key findings from the primate’s visual system, and the article goes on to argue for rethinking the potential impact of biologically motivated methods in the light of these new findings. One of these findings is the importance of shared intermediate level representations. Rodriguez-Sanchez et al. discuss in their article the role such intermediate-level representations play in achieving higher-level object abstraction and present recent developments in the neural computational modeling of intermediate-level shape processing. Another important finding is that biological vision seems to maintain several possibly conflicting (think: Necker Cube) interpretations of a visual scene and avoid early commitment to a single solution. This is explored in M. Zillich (&) Automation and Control Institute, Vienna University of Technology, Vienna, Austria e-mail: zillich@acin.tuwien.ac.at" @default.
• W2005677753 created "2016-06-24" @default.
• W2005677753 creator A5025978995 @default.
• W2005677753 creator A5033133747 @default.
• W2005677753 date "2015-01-04" @default.
• W2005677753 modified "2023-10-12" @default.
• W2005677753 title "Special Issue on Bio-inspired Vision Systems" @default.
• W2005677753 doi "https://doi.org/10.1007/s13218-014-0343-y" @default.
• W2005677753 hasPublicationYear "2015" @default.
• W2005677753 type Work @default.
• W2005677753 sameAs 2005677753 @default.
• W2005677753 citedByCount "0" @default.
• W2005677753 crossrefType "journal-article" @default.
• W2005677753 hasAuthorship W2005677753A5025978995 @default.
• W2005677753 hasAuthorship W2005677753A5033133747 @default.
• W2005677753 hasBestOaLocation W20056777531 @default.
• W2005677753 hasConcept C107457646 @default.
• W2005677753 hasConcept C154945302 @default.
• W2005677753 hasConcept C15744967 @default.
• W2005677753 hasConcept C188147891 @default.
• W2005677753 hasConcept C193611912 @default.
• W2005677753 hasConcept C199360897 @default.
• W2005677753 hasConcept C200220432 @default.
• W2005677753 hasConcept C202444582 @default.
• W2005677753 hasConcept C2780876879 @default.
• W2005677753 hasConcept C33923547 @default.
• W2005677753 hasConcept C34413123 @default.
• W2005677753 hasConcept C41008148 @default.
• W2005677753 hasConcept C527412718 @default.
• W2005677753 hasConcept C5339829 @default.
• W2005677753 hasConcept C542102704 @default.
• W2005677753 hasConcept C90509273 @default.
• W2005677753 hasConcept C9652623 @default.
• W2005677753 hasConceptScore W2005677753C107457646 @default.
• W2005677753 hasConceptScore W2005677753C154945302 @default.
• W2005677753 hasConceptScore W2005677753C15744967 @default.
• W2005677753 hasConceptScore W2005677753C188147891 @default.
• W2005677753 hasConceptScore W2005677753C193611912 @default.
• W2005677753 hasConceptScore W2005677753C199360897 @default.
• W2005677753 hasConceptScore W2005677753C200220432 @default.
• W2005677753 hasConceptScore W2005677753C202444582 @default.
• W2005677753 hasConceptScore W2005677753C2780876879 @default.
• W2005677753 hasConceptScore W2005677753C33923547 @default.
• W2005677753 hasConceptScore W2005677753C34413123 @default.
• W2005677753 hasConceptScore W2005677753C41008148 @default.
• W2005677753 hasConceptScore W2005677753C527412718 @default.
• W2005677753 hasConceptScore W2005677753C5339829 @default.
• W2005677753 hasConceptScore W2005677753C542102704 @default.
• W2005677753 hasConceptScore W2005677753C90509273 @default.
• W2005677753 hasConceptScore W2005677753C9652623 @default.
• W2005677753 hasLocation W20056777531 @default.
• W2005677753 hasOpenAccess W2005677753 @default.
• W2005677753 hasPrimaryLocation W20056777531 @default.
• W2005677753 hasRelatedWork W1523157387 @default.
• W2005677753 hasRelatedWork W1529970832 @default.
• W2005677753 hasRelatedWork W1534951605 @default.
• W2005677753 hasRelatedWork W2043212292 @default.
• W2005677753 hasRelatedWork W2096820638 @default.
• W2005677753 hasRelatedWork W2134932115 @default.
• W2005677753 hasRelatedWork W2232119990 @default.
• W2005677753 hasRelatedWork W2331684214 @default.
• W2005677753 hasRelatedWork W2740795255 @default.
• W2005677753 hasRelatedWork W2778152517 @default.
• W2005677753 hasRelatedWork W2883077790 @default.
• W2005677753 hasRelatedWork W2889506626 @default.
• W2005677753 hasRelatedWork W2950061716 @default.
• W2005677753 hasRelatedWork W3007580291 @default.
• W2005677753 hasRelatedWork W3085535724 @default.
• W2005677753 hasRelatedWork W3108291730 @default.
• W2005677753 hasRelatedWork W3130429592 @default.
• W2005677753 hasRelatedWork W44879983 @default.
• W2005677753 hasRelatedWork W956365131 @default.
• W2005677753 hasRelatedWork W2586203100 @default.
• W2005677753 isParatext "false" @default.
• W2005677753 isRetracted "false" @default.
• W2005677753 magId "2005677753" @default.
• W2005677753 workType "article" @default.