Matches in SemOpenAlex for { <https://semopenalex.org/work/W2943349557> ?p ?o ?g. }
- W2943349557 endingPage "5307" @default.
- W2943349557 startingPage "5296" @default.
- W2943349557 abstract "Artificial visual attention has been an active research area for over two decades. Especially, the concept of saliency has been implemented in many different ways. Early approaches aimed at closely modeling saliency processing with concepts from biological attention to provide (at least in the long run) general-purpose attention for technical systems. More recent approaches have departed from this agenda, turning to more specific attention-guided tasks, most notably the accurate extraction of salient objects, for which large-scale ground truth datasets make it possible to quantify progress. While the first type of models is troubled by weak performance in these specific tasks, the second type, as we show with a new benchmark, has lost the ability to predict saliency in the original sense, which may be an important factor for future general-purpose attention systems. Here, we describe a new approach using growing neural gas to obtain pre-attentional structures for a scene at an early processing stage. On this basis, traditional saliency concepts can be applied while at the same time they can be linked to mechanisms that make models successful in salient object detection. The model shows high performance at predicting traditional saliency and makes substantial progress toward salient object detection, although it cannot reach the top-level performance of some specialized methods. We discuss the important implications of our findings." @default.
- W2943349557 created "2019-05-09" @default.
- W2943349557 creator A5041143078 @default.
- W2943349557 creator A5071134167 @default.
- W2943349557 creator A5079274759 @default.
- W2943349557 date "2019-11-01" @default.
- W2943349557 modified "2023-10-02" @default.
- W2943349557 title "Saliency From Growing Neural Gas: Learning Pre-Attentional Structures for a Flexible Attention System" @default.
- W2943349557 cites W1480201526 @default.
- W2943349557 cites W1560851313 @default.
- W2943349557 cites W1947031653 @default.
- W2943349557 cites W1979022765 @default.
- W2943349557 cites W2010150441 @default.
- W2943349557 cites W2030031014 @default.
- W2943349557 cites W2039313011 @default.
- W2943349557 cites W2047670868 @default.
- W2943349557 cites W2070446227 @default.
- W2943349557 cites W2081913479 @default.
- W2943349557 cites W2087100776 @default.
- W2943349557 cites W2088827820 @default.
- W2943349557 cites W2100470808 @default.
- W2943349557 cites W2103666701 @default.
- W2943349557 cites W2103684751 @default.
- W2943349557 cites W2106681456 @default.
- W2943349557 cites W2112845172 @default.
- W2943349557 cites W2128272608 @default.
- W2943349557 cites W2144608574 @default.
- W2943349557 cites W2144764737 @default.
- W2943349557 cites W2144954512 @default.
- W2943349557 cites W2145227859 @default.
- W2943349557 cites W2146103513 @default.
- W2943349557 cites W2149095485 @default.
- W2943349557 cites W2156777442 @default.
- W2943349557 cites W2157554677 @default.
- W2943349557 cites W2166650627 @default.
- W2943349557 cites W2169461290 @default.
- W2943349557 cites W2170610912 @default.
- W2943349557 cites W2211996548 @default.
- W2943349557 cites W2346506533 @default.
- W2943349557 cites W2472480899 @default.
- W2943349557 cites W2518599539 @default.
- W2943349557 cites W2569272946 @default.
- W2943349557 cites W2620217128 @default.
- W2943349557 cites W2761708675 @default.
- W2943349557 cites W2780914530 @default.
- W2943349557 cites W2963951674 @default.
- W2943349557 cites W3104979525 @default.
- W2943349557 cites W4239147634 @default.
- W2943349557 cites W48147622 @default.
- W2943349557 doi "https://doi.org/10.1109/tip.2019.2913549" @default.
- W2943349557 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/31059445" @default.
- W2943349557 hasPublicationYear "2019" @default.
- W2943349557 type Work @default.
- W2943349557 sameAs 2943349557 @default.
- W2943349557 citedByCount "5" @default.
- W2943349557 countsByYear W29433495572022 @default.
- W2943349557 countsByYear W29433495572023 @default.
- W2943349557 crossrefType "journal-article" @default.
- W2943349557 hasAuthorship W2943349557A5041143078 @default.
- W2943349557 hasAuthorship W2943349557A5071134167 @default.
- W2943349557 hasAuthorship W2943349557A5079274759 @default.
- W2943349557 hasConcept C119857082 @default.
- W2943349557 hasConcept C13280743 @default.
- W2943349557 hasConcept C154945302 @default.
- W2943349557 hasConcept C15744967 @default.
- W2943349557 hasConcept C169760540 @default.
- W2943349557 hasConcept C185798385 @default.
- W2943349557 hasConcept C205649164 @default.
- W2943349557 hasConcept C26760741 @default.
- W2943349557 hasConcept C2778251979 @default.
- W2943349557 hasConcept C2780719617 @default.
- W2943349557 hasConcept C2781238097 @default.
- W2943349557 hasConcept C41008148 @default.
- W2943349557 hasConceptScore W2943349557C119857082 @default.
- W2943349557 hasConceptScore W2943349557C13280743 @default.
- W2943349557 hasConceptScore W2943349557C154945302 @default.
- W2943349557 hasConceptScore W2943349557C15744967 @default.
- W2943349557 hasConceptScore W2943349557C169760540 @default.
- W2943349557 hasConceptScore W2943349557C185798385 @default.
- W2943349557 hasConceptScore W2943349557C205649164 @default.
- W2943349557 hasConceptScore W2943349557C26760741 @default.
- W2943349557 hasConceptScore W2943349557C2778251979 @default.
- W2943349557 hasConceptScore W2943349557C2780719617 @default.
- W2943349557 hasConceptScore W2943349557C2781238097 @default.
- W2943349557 hasConceptScore W2943349557C41008148 @default.
- W2943349557 hasIssue "11" @default.
- W2943349557 hasLocation W29433495571 @default.
- W2943349557 hasLocation W29433495572 @default.
- W2943349557 hasOpenAccess W2943349557 @default.
- W2943349557 hasPrimaryLocation W29433495571 @default.
- W2943349557 hasRelatedWork W1485630101 @default.
- W2943349557 hasRelatedWork W1530867041 @default.
- W2943349557 hasRelatedWork W1632853819 @default.
- W2943349557 hasRelatedWork W2159581743 @default.
- W2943349557 hasRelatedWork W2328068029 @default.
- W2943349557 hasRelatedWork W2498017833 @default.
- W2943349557 hasRelatedWork W2536452361 @default.
- W2943349557 hasRelatedWork W2609028322 @default.