Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287548622> ?p ?o ?g. }
Showing items 1 to 64 of
64
with 100 items per page.
- W4287548622 abstract "As a variant of standard convolution, a dilated convolution can control effective receptive fields and handle large scale variance of objects without introducing additional computational costs. To fully explore the potential of dilated convolution, we proposed a new type of dilated convolution (referred to as inception convolution), where the convolution operations have independent dilation patterns among different axes, channels and layers. To develop a practical method for learning complex inception convolution based on the data, a simple but effective search algorithm, referred to as efficient dilation optimization (EDO), is developed. Based on statistical optimization, the EDO method operates in a low-cost manner and is extremely fast when it is applied on large scale datasets. Empirical results validate that our method achieves consistent performance gains for image recognition, object detection, instance segmentation, human detection, and human pose estimation. For instance, by simply replacing the 3x3 standard convolution in the ResNet-50 backbone with inception convolution, we significantly improve the AP of Faster R-CNN from 36.4% to 39.2% on MS COCO." @default.
- W4287548622 created "2022-07-25" @default.
- W4287548622 creator A5015741637 @default.
- W4287548622 creator A5052855665 @default.
- W4287548622 creator A5063854306 @default.
- W4287548622 creator A5068285146 @default.
- W4287548622 creator A5078143614 @default.
- W4287548622 creator A5081844561 @default.
- W4287548622 creator A5085352453 @default.
- W4287548622 creator A5087818121 @default.
- W4287548622 date "2020-12-25" @default.
- W4287548622 modified "2023-09-26" @default.
- W4287548622 title "Inception Convolution with Efficient Dilation Search" @default.
- W4287548622 hasPublicationYear "2020" @default.
- W4287548622 type Work @default.
- W4287548622 citedByCount "0" @default.
- W4287548622 crossrefType "posted-content" @default.
- W4287548622 hasAuthorship W4287548622A5015741637 @default.
- W4287548622 hasAuthorship W4287548622A5052855665 @default.
- W4287548622 hasAuthorship W4287548622A5063854306 @default.
- W4287548622 hasAuthorship W4287548622A5068285146 @default.
- W4287548622 hasAuthorship W4287548622A5078143614 @default.
- W4287548622 hasAuthorship W4287548622A5081844561 @default.
- W4287548622 hasAuthorship W4287548622A5085352453 @default.
- W4287548622 hasAuthorship W4287548622A5087818121 @default.
- W4287548622 hasBestOaLocation W42875486221 @default.
- W4287548622 hasConcept C11413529 @default.
- W4287548622 hasConcept C126255220 @default.
- W4287548622 hasConcept C153180895 @default.
- W4287548622 hasConcept C154945302 @default.
- W4287548622 hasConcept C2524010 @default.
- W4287548622 hasConcept C2780757906 @default.
- W4287548622 hasConcept C33923547 @default.
- W4287548622 hasConcept C41008148 @default.
- W4287548622 hasConcept C45347329 @default.
- W4287548622 hasConcept C50644808 @default.
- W4287548622 hasConcept C89600930 @default.
- W4287548622 hasConceptScore W4287548622C11413529 @default.
- W4287548622 hasConceptScore W4287548622C126255220 @default.
- W4287548622 hasConceptScore W4287548622C153180895 @default.
- W4287548622 hasConceptScore W4287548622C154945302 @default.
- W4287548622 hasConceptScore W4287548622C2524010 @default.
- W4287548622 hasConceptScore W4287548622C2780757906 @default.
- W4287548622 hasConceptScore W4287548622C33923547 @default.
- W4287548622 hasConceptScore W4287548622C41008148 @default.
- W4287548622 hasConceptScore W4287548622C45347329 @default.
- W4287548622 hasConceptScore W4287548622C50644808 @default.
- W4287548622 hasConceptScore W4287548622C89600930 @default.
- W4287548622 hasLocation W42875486221 @default.
- W4287548622 hasOpenAccess W4287548622 @default.
- W4287548622 hasPrimaryLocation W42875486221 @default.
- W4287548622 hasRelatedWork W10383019 @default.
- W4287548622 hasRelatedWork W12874744 @default.
- W4287548622 hasRelatedWork W13685733 @default.
- W4287548622 hasRelatedWork W14430121 @default.
- W4287548622 hasRelatedWork W1560356 @default.
- W4287548622 hasRelatedWork W2272542 @default.
- W4287548622 hasRelatedWork W3555939 @default.
- W4287548622 hasRelatedWork W4518655 @default.
- W4287548622 hasRelatedWork W4797066 @default.
- W4287548622 hasRelatedWork W9082009 @default.
- W4287548622 isParatext "false" @default.
- W4287548622 isRetracted "false" @default.
- W4287548622 workType "article" @default.