Matches in SemOpenAlex for { <https://semopenalex.org/work/W4308291569> ?p ?o ?g. }
Showing items 1 to 80 of
80
with 100 items per page.
- W4308291569 abstract "Convolutional layers are the core building blocks of Convolutional Neural Networks (CNNs). In this paper, we propose to augment a convolutional layer with an additional depthwise convolution, where each input channel is convolved with a different 2D kernel. The composition of the two convolutions constitutes an over-parameterization, since it adds learnable parameters, while the resulting linear operation can be expressed by a single convolution layer. We refer to this depthwise over-parameterized convolutional layer as DO-Conv. We show with extensive experiments that the mere replacement of conventional convolutional layers with DO-Conv layers boosts the performance of CNNs on many classical vision tasks, such as image classification, detection, and segmentation. Moreover, in the inference phase, the depthwise convolution is folded into the conventional convolution, reducing the computation to be exactly equivalent to that of a convolutional layer without over-parameterization. As DO-Conv introduces performance gains without incurring any computational complexity increase for inference, we advocate it as an alternative to the conventional convolutional layer. We open-source a reference implementation of DO-Conv in Tensorflow, PyTorch and GluonCV at https://github.com/yangyanli/DO-Conv." @default.
- W4308291569 created "2022-11-10" @default.
- W4308291569 creator A5002338980 @default.
- W4308291569 creator A5010714340 @default.
- W4308291569 creator A5021053713 @default.
- W4308291569 creator A5036688260 @default.
- W4308291569 creator A5040259500 @default.
- W4308291569 creator A5040558103 @default.
- W4308291569 creator A5087472282 @default.
- W4308291569 creator A5091260693 @default.
- W4308291569 date "2020-06-22" @default.
- W4308291569 modified "2023-09-26" @default.
- W4308291569 title "DO-Conv: Depthwise Over-parameterized Convolutional Layer" @default.
- W4308291569 doi "https://doi.org/10.48550/arxiv.2006.12030" @default.
- W4308291569 hasPublicationYear "2020" @default.
- W4308291569 type Work @default.
- W4308291569 citedByCount "0" @default.
- W4308291569 crossrefType "posted-content" @default.
- W4308291569 hasAuthorship W4308291569A5002338980 @default.
- W4308291569 hasAuthorship W4308291569A5010714340 @default.
- W4308291569 hasAuthorship W4308291569A5021053713 @default.
- W4308291569 hasAuthorship W4308291569A5036688260 @default.
- W4308291569 hasAuthorship W4308291569A5040259500 @default.
- W4308291569 hasAuthorship W4308291569A5040558103 @default.
- W4308291569 hasAuthorship W4308291569A5087472282 @default.
- W4308291569 hasAuthorship W4308291569A5091260693 @default.
- W4308291569 hasBestOaLocation W43082915691 @default.
- W4308291569 hasConcept C11413529 @default.
- W4308291569 hasConcept C118615104 @default.
- W4308291569 hasConcept C153180895 @default.
- W4308291569 hasConcept C154945302 @default.
- W4308291569 hasConcept C157899210 @default.
- W4308291569 hasConcept C165464430 @default.
- W4308291569 hasConcept C178790620 @default.
- W4308291569 hasConcept C185592680 @default.
- W4308291569 hasConcept C2776214188 @default.
- W4308291569 hasConcept C2779227376 @default.
- W4308291569 hasConcept C33923547 @default.
- W4308291569 hasConcept C41008148 @default.
- W4308291569 hasConcept C45347329 @default.
- W4308291569 hasConcept C45374587 @default.
- W4308291569 hasConcept C50644808 @default.
- W4308291569 hasConcept C57273362 @default.
- W4308291569 hasConcept C74193536 @default.
- W4308291569 hasConcept C81363708 @default.
- W4308291569 hasConceptScore W4308291569C11413529 @default.
- W4308291569 hasConceptScore W4308291569C118615104 @default.
- W4308291569 hasConceptScore W4308291569C153180895 @default.
- W4308291569 hasConceptScore W4308291569C154945302 @default.
- W4308291569 hasConceptScore W4308291569C157899210 @default.
- W4308291569 hasConceptScore W4308291569C165464430 @default.
- W4308291569 hasConceptScore W4308291569C178790620 @default.
- W4308291569 hasConceptScore W4308291569C185592680 @default.
- W4308291569 hasConceptScore W4308291569C2776214188 @default.
- W4308291569 hasConceptScore W4308291569C2779227376 @default.
- W4308291569 hasConceptScore W4308291569C33923547 @default.
- W4308291569 hasConceptScore W4308291569C41008148 @default.
- W4308291569 hasConceptScore W4308291569C45347329 @default.
- W4308291569 hasConceptScore W4308291569C45374587 @default.
- W4308291569 hasConceptScore W4308291569C50644808 @default.
- W4308291569 hasConceptScore W4308291569C57273362 @default.
- W4308291569 hasConceptScore W4308291569C74193536 @default.
- W4308291569 hasConceptScore W4308291569C81363708 @default.
- W4308291569 hasLocation W43082915691 @default.
- W4308291569 hasLocation W43082915692 @default.
- W4308291569 hasOpenAccess W4308291569 @default.
- W4308291569 hasPrimaryLocation W43082915691 @default.
- W4308291569 hasRelatedWork W2778739249 @default.
- W4308291569 hasRelatedWork W2796942851 @default.
- W4308291569 hasRelatedWork W2963993660 @default.
- W4308291569 hasRelatedWork W3005273712 @default.
- W4308291569 hasRelatedWork W3036708415 @default.
- W4308291569 hasRelatedWork W3045877795 @default.
- W4308291569 hasRelatedWork W3127017759 @default.
- W4308291569 hasRelatedWork W3132736256 @default.
- W4308291569 hasRelatedWork W4293794540 @default.
- W4308291569 hasRelatedWork W4308291569 @default.
- W4308291569 isParatext "false" @default.
- W4308291569 isRetracted "false" @default.
- W4308291569 workType "article" @default.