Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313227211> ?p ?o ?g. }
Showing items 1 to 84 of
84
with 100 items per page.
- W4313227211 abstract "Single Shot Multibox Detector (SSD) uses multi-scale feature maps to detect and recognize objects, which greatly improves the performance of single-stage approaches, but it is still not conducive to detecting small objects. Researchers focus on enhancing features on the feature pyramid. However, many networks simply merge several feature maps, ignoring fully aggregating the semantics among different scale features. On this basis, this paper proposes an efficient semantic aggregation module and a lightweight feature combination module, which can significantly improve the detection accuracy based on SSD. In the semantic aggregation module, the feature maps of different sizes are adjusted and integrated through different channels to obtain the enhanced features with rich semantic information, which can improve the discrimination and expression ability of the features. In the feature combination module, the detector can fully utilize the multi-scale convolution layers in the feature pyramid to produce more descriptive and representative enhanced features with rich semantics. Our proposed network with 512×512 input size can respectively achieve 82.6% mAP and 81.3% mAP (mean Average Precision) in VOC2007 test and VOC2012 test datasets. Some experiments and ablation studies show that this method is superior to many advanced detectors in accuracy and speed." @default.
- W4313227211 created "2023-01-06" @default.
- W4313227211 creator A5005228021 @default.
- W4313227211 creator A5022802322 @default.
- W4313227211 creator A5025030665 @default.
- W4313227211 creator A5037677450 @default.
- W4313227211 creator A5060458161 @default.
- W4313227211 creator A5084891014 @default.
- W4313227211 date "2022-10-07" @default.
- W4313227211 modified "2023-10-18" @default.
- W4313227211 title "Semantic aggregation for accurate and efficient object detection" @default.
- W4313227211 doi "https://doi.org/10.1117/12.2655778" @default.
- W4313227211 hasPublicationYear "2022" @default.
- W4313227211 type Work @default.
- W4313227211 citedByCount "0" @default.
- W4313227211 crossrefType "proceedings-article" @default.
- W4313227211 hasAuthorship W4313227211A5005228021 @default.
- W4313227211 hasAuthorship W4313227211A5022802322 @default.
- W4313227211 hasAuthorship W4313227211A5025030665 @default.
- W4313227211 hasAuthorship W4313227211A5037677450 @default.
- W4313227211 hasAuthorship W4313227211A5060458161 @default.
- W4313227211 hasAuthorship W4313227211A5084891014 @default.
- W4313227211 hasConcept C120665830 @default.
- W4313227211 hasConcept C121332964 @default.
- W4313227211 hasConcept C124101348 @default.
- W4313227211 hasConcept C138885662 @default.
- W4313227211 hasConcept C142575187 @default.
- W4313227211 hasConcept C153180895 @default.
- W4313227211 hasConcept C154945302 @default.
- W4313227211 hasConcept C184337299 @default.
- W4313227211 hasConcept C192209626 @default.
- W4313227211 hasConcept C197129107 @default.
- W4313227211 hasConcept C199360897 @default.
- W4313227211 hasConcept C23123220 @default.
- W4313227211 hasConcept C2776151529 @default.
- W4313227211 hasConcept C2776401178 @default.
- W4313227211 hasConcept C2781122975 @default.
- W4313227211 hasConcept C41008148 @default.
- W4313227211 hasConcept C41895202 @default.
- W4313227211 hasConcept C45347329 @default.
- W4313227211 hasConcept C50644808 @default.
- W4313227211 hasConcept C52622490 @default.
- W4313227211 hasConcept C76155785 @default.
- W4313227211 hasConcept C81363708 @default.
- W4313227211 hasConcept C94915269 @default.
- W4313227211 hasConceptScore W4313227211C120665830 @default.
- W4313227211 hasConceptScore W4313227211C121332964 @default.
- W4313227211 hasConceptScore W4313227211C124101348 @default.
- W4313227211 hasConceptScore W4313227211C138885662 @default.
- W4313227211 hasConceptScore W4313227211C142575187 @default.
- W4313227211 hasConceptScore W4313227211C153180895 @default.
- W4313227211 hasConceptScore W4313227211C154945302 @default.
- W4313227211 hasConceptScore W4313227211C184337299 @default.
- W4313227211 hasConceptScore W4313227211C192209626 @default.
- W4313227211 hasConceptScore W4313227211C197129107 @default.
- W4313227211 hasConceptScore W4313227211C199360897 @default.
- W4313227211 hasConceptScore W4313227211C23123220 @default.
- W4313227211 hasConceptScore W4313227211C2776151529 @default.
- W4313227211 hasConceptScore W4313227211C2776401178 @default.
- W4313227211 hasConceptScore W4313227211C2781122975 @default.
- W4313227211 hasConceptScore W4313227211C41008148 @default.
- W4313227211 hasConceptScore W4313227211C41895202 @default.
- W4313227211 hasConceptScore W4313227211C45347329 @default.
- W4313227211 hasConceptScore W4313227211C50644808 @default.
- W4313227211 hasConceptScore W4313227211C52622490 @default.
- W4313227211 hasConceptScore W4313227211C76155785 @default.
- W4313227211 hasConceptScore W4313227211C81363708 @default.
- W4313227211 hasConceptScore W4313227211C94915269 @default.
- W4313227211 hasLocation W43132272111 @default.
- W4313227211 hasOpenAccess W4313227211 @default.
- W4313227211 hasPrimaryLocation W43132272111 @default.
- W4313227211 hasRelatedWork W2059299633 @default.
- W4313227211 hasRelatedWork W2732542196 @default.
- W4313227211 hasRelatedWork W2760085659 @default.
- W4313227211 hasRelatedWork W2903004773 @default.
- W4313227211 hasRelatedWork W2913302899 @default.
- W4313227211 hasRelatedWork W2969680539 @default.
- W4313227211 hasRelatedWork W3016226363 @default.
- W4313227211 hasRelatedWork W4288056627 @default.
- W4313227211 hasRelatedWork W4313192056 @default.
- W4313227211 hasRelatedWork W3127217315 @default.
- W4313227211 isParatext "false" @default.
- W4313227211 isRetracted "false" @default.
- W4313227211 workType "article" @default.