FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4200179985> ?p ?o ?g. }

• W4200179985 endingPage "702" @default.
• W4200179985 startingPage "691" @default.
• W4200179985 abstract "Attention mechanism has shown excellent performance in many computer vision tasks, while the previous literature may not adequately consider different types of attention mechanisms or is individual elaborate designed for a certain network. In this paper, a general yet effective multipath attention mechanism (MAM) to explore the effect of visual attention for image recognition is proposed. In contrast with other attentions that leverage global pooling, the main advantage is that the MAM considers both the correlation of featuremaps and different scale structural information into account. The backbone representations are enhanced by adding MAM laterally along independent and separate dimensions, channel and spatial. Due to only a simple and unified calculation block is generated, MAM can be flexibly integrated into various CNNs within few parameters and trained together end-to-end. Furthermore, the topology structures of attention path arrangement are investigated using different connection schemes. Experimental results on several image recognition datasets show that the model outperforms various existing models. Finally, performance improvement through visualisation is intuitively discussed. The source code for the proposed attention module is publicly available." @default.
• W4200179985 created "2021-12-31" @default.
• W4200179985 creator A5000488013 @default.
• W4200179985 creator A5000569834 @default.
• W4200179985 creator A5066629372 @default.
• W4200179985 creator A5072043986 @default.
• W4200179985 creator A5082963254 @default.
• W4200179985 creator A5087916440 @default.
• W4200179985 date "2021-12-13" @default.
• W4200179985 modified "2023-10-16" @default.
• W4200179985 title "MAM: A multipath attention mechanism for image recognition" @default.
• W4200179985 cites W1964155876 @default.
• W4200179985 cites W2064675550 @default.
• W4200179985 cites W2091845343 @default.
• W4200179985 cites W2097117768 @default.
• W4200179985 cites W2194775991 @default.
• W4200179985 cites W2295107390 @default.
• W4200179985 cites W2549139847 @default.
• W4200179985 cites W2737725206 @default.
• W4200179985 cites W2752782242 @default.
• W4200179985 cites W2783547213 @default.
• W4200179985 cites W2884585870 @default.
• W4200179985 cites W2886851211 @default.
• W4200179985 cites W2908261567 @default.
• W4200179985 cites W2922509574 @default.
• W4200179985 cites W2955058313 @default.
• W4200179985 cites W2962858109 @default.
• W4200179985 cites W2963091558 @default.
• W4200179985 cites W2963173190 @default.
• W4200179985 cites W2963363373 @default.
• W4200179985 cites W2963446712 @default.
• W4200179985 cites W2963495494 @default.
• W4200179985 cites W2964242180 @default.
• W4200179985 cites W3034429256 @default.
• W4200179985 cites W3035050607 @default.
• W4200179985 cites W3035502324 @default.
• W4200179985 cites W3134160722 @default.
• W4200179985 cites W3134812768 @default.
• W4200179985 cites W3172509117 @default.
• W4200179985 cites W3190031214 @default.
• W4200179985 cites W3198908542 @default.
• W4200179985 cites W4206706211 @default.
• W4200179985 cites W4246390368 @default.
• W4200179985 doi "https://doi.org/10.1049/ipr2.12370" @default.
• W4200179985 hasPublicationYear "2021" @default.
• W4200179985 type Work @default.
• W4200179985 citedByCount "2" @default.
• W4200179985 countsByYear W42001799852022 @default.
• W4200179985 crossrefType "journal-article" @default.
• W4200179985 hasAuthorship W4200179985A5000488013 @default.
• W4200179985 hasAuthorship W4200179985A5000569834 @default.
• W4200179985 hasAuthorship W4200179985A5066629372 @default.
• W4200179985 hasAuthorship W4200179985A5072043986 @default.
• W4200179985 hasAuthorship W4200179985A5082963254 @default.
• W4200179985 hasAuthorship W4200179985A5087916440 @default.
• W4200179985 hasConcept C111472728 @default.
• W4200179985 hasConcept C119857082 @default.
• W4200179985 hasConcept C127162648 @default.
• W4200179985 hasConcept C138885662 @default.
• W4200179985 hasConcept C153083717 @default.
• W4200179985 hasConcept C153180895 @default.
• W4200179985 hasConcept C154945302 @default.
• W4200179985 hasConcept C161218011 @default.
• W4200179985 hasConcept C2524010 @default.
• W4200179985 hasConcept C2777210771 @default.
• W4200179985 hasConcept C2993807640 @default.
• W4200179985 hasConcept C33923547 @default.
• W4200179985 hasConcept C36464697 @default.
• W4200179985 hasConcept C41008148 @default.
• W4200179985 hasConcept C70437156 @default.
• W4200179985 hasConcept C76155785 @default.
• W4200179985 hasConcept C80444323 @default.
• W4200179985 hasConcept C89611455 @default.
• W4200179985 hasConceptScore W4200179985C111472728 @default.
• W4200179985 hasConceptScore W4200179985C119857082 @default.
• W4200179985 hasConceptScore W4200179985C127162648 @default.
• W4200179985 hasConceptScore W4200179985C138885662 @default.
• W4200179985 hasConceptScore W4200179985C153083717 @default.
• W4200179985 hasConceptScore W4200179985C153180895 @default.
• W4200179985 hasConceptScore W4200179985C154945302 @default.
• W4200179985 hasConceptScore W4200179985C161218011 @default.
• W4200179985 hasConceptScore W4200179985C2524010 @default.
• W4200179985 hasConceptScore W4200179985C2777210771 @default.
• W4200179985 hasConceptScore W4200179985C2993807640 @default.
• W4200179985 hasConceptScore W4200179985C33923547 @default.
• W4200179985 hasConceptScore W4200179985C36464697 @default.
• W4200179985 hasConceptScore W4200179985C41008148 @default.
• W4200179985 hasConceptScore W4200179985C70437156 @default.
• W4200179985 hasConceptScore W4200179985C76155785 @default.
• W4200179985 hasConceptScore W4200179985C80444323 @default.
• W4200179985 hasConceptScore W4200179985C89611455 @default.
• W4200179985 hasFunder F4320321001 @default.
• W4200179985 hasIssue "3" @default.
• W4200179985 hasLocation W42001799851 @default.
• W4200179985 hasOpenAccess W4200179985 @default.
• W4200179985 hasPrimaryLocation W42001799851 @default.
• W4200179985 hasRelatedWork W2291847203 @default.
• W4200179985 hasRelatedWork W2375904069 @default.

• next