FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3155616609> ?p ?o ?g. }

• W3155616609 abstract "Few researches have been proposed specifically for real-time semantic segmentation in rainy environments. However, the demand in this area is huge and it is challenging for lightweight networks. Therefore, this paper proposes a lightweight network which is specially designed for the foreground segmentation in rainy environments, named De-raining Semantic Segmentation Network (DRSNet). By analyzing the characteristics of raindrops, the MultiScaleSE Block is targetedly designed to encode the input image, it uses multi-scale dilated convolutions to increase the receptive field, and SE attention mechanism to learn the weights of each channels. In order to combine semantic information between different encoder and decoder layers, it is proposed to use Asymmetric Skip, that is, the higher semantic layer of encoder employs bilinear interpolation and the output passes through pointwise convolution, then added element-wise to the lower semantic layer of decoder. According to the control experiments, the performances of MultiScaleSE Block and Asymmetric Skip compared with SEResNet18 and Symmetric Skip respectively are improved to a certain degree on the Foreground Accuracy index. The parameters and the floating point of operations (FLOPs) of DRSNet is only 0.54M and 0.20GFLOPs separately. The state-of-the-art results and real-time performances are achieved on both the UESTC all-day Scenery add rain (UAS-add-rain) and the Baidu People Segmentation add rain (BPS-add-rain) benchmarks with the input sizes of 192*128, 384*256 and 768*512. The speed of DRSNet exceeds all the networks within 1GFLOPs, and Foreground Accuracy index is also the best among the similar magnitude networks on both benchmarks." @default.
• W3155616609 created "2021-04-26" @default.
• W3155616609 creator A5040906898 @default.
• W3155616609 creator A5070831046 @default.
• W3155616609 date "2021-04-16" @default.
• W3155616609 modified "2023-09-24" @default.
• W3155616609 title "A De-raining semantic segmentation network for real-time foreground segmentation" @default.
• W3155616609 cites W1913356549 @default.
• W3155616609 cites W2004729233 @default.
• W3155616609 cites W2031092896 @default.
• W3155616609 cites W2099529874 @default.
• W3155616609 cites W2108158936 @default.
• W3155616609 cites W2117579796 @default.
• W3155616609 cites W2121295188 @default.
• W3155616609 cites W2138812759 @default.
• W3155616609 cites W2147880316 @default.
• W3155616609 cites W2153493073 @default.
• W3155616609 cites W2183341477 @default.
• W3155616609 cites W2256362396 @default.
• W3155616609 cites W2395611524 @default.
• W3155616609 cites W2412782625 @default.
• W3155616609 cites W2419448466 @default.
• W3155616609 cites W2441969129 @default.
• W3155616609 cites W2531409750 @default.
• W3155616609 cites W2549139847 @default.
• W3155616609 cites W2560023338 @default.
• W3155616609 cites W2562034065 @default.
• W3155616609 cites W2563705555 @default.
• W3155616609 cites W2617393214 @default.
• W3155616609 cites W2630837129 @default.
• W3155616609 cites W2739097844 @default.
• W3155616609 cites W2754586266 @default.
• W3155616609 cites W2762439315 @default.
• W3155616609 cites W2787091153 @default.
• W3155616609 cites W2788708632 @default.
• W3155616609 cites W2795587607 @default.
• W3155616609 cites W2886934227 @default.
• W3155616609 cites W2931457038 @default.
• W3155616609 cites W2949349317 @default.
• W3155616609 cites W2949414111 @default.
• W3155616609 cites W2953139137 @default.
• W3155616609 cites W2962830262 @default.
• W3155616609 cites W2963881378 @default.
• W3155616609 cites W2964288706 @default.
• W3155616609 cites W2971198903 @default.
• W3155616609 cites W2975641008 @default.
• W3155616609 cites W2998681640 @default.
• W3155616609 cites W3015280606 @default.
• W3155616609 cites W3033771837 @default.
• W3155616609 cites W3109202794 @default.
• W3155616609 cites W3112503277 @default.
• W3155616609 cites W3150566243 @default.
• W3155616609 cites W916696084 @default.
• W3155616609 doi "https://doi.org/10.48550/arxiv.2104.07877" @default.
• W3155616609 hasPublicationYear "2021" @default.
• W3155616609 type Work @default.
• W3155616609 sameAs 3155616609 @default.
• W3155616609 citedByCount "0" @default.
• W3155616609 crossrefType "posted-content" @default.
• W3155616609 hasAuthorship W3155616609A5040906898 @default.
• W3155616609 hasAuthorship W3155616609A5070831046 @default.
• W3155616609 hasBestOaLocation W31556166091 @default.
• W3155616609 hasConcept C111919701 @default.
• W3155616609 hasConcept C118505674 @default.
• W3155616609 hasConcept C153180895 @default.
• W3155616609 hasConcept C154945302 @default.
• W3155616609 hasConcept C2524010 @default.
• W3155616609 hasConcept C2777210771 @default.
• W3155616609 hasConcept C31972630 @default.
• W3155616609 hasConcept C33923547 @default.
• W3155616609 hasConcept C41008148 @default.
• W3155616609 hasConcept C45347329 @default.
• W3155616609 hasConcept C50644808 @default.
• W3155616609 hasConcept C89600930 @default.
• W3155616609 hasConceptScore W3155616609C111919701 @default.
• W3155616609 hasConceptScore W3155616609C118505674 @default.
• W3155616609 hasConceptScore W3155616609C153180895 @default.
• W3155616609 hasConceptScore W3155616609C154945302 @default.
• W3155616609 hasConceptScore W3155616609C2524010 @default.
• W3155616609 hasConceptScore W3155616609C2777210771 @default.
• W3155616609 hasConceptScore W3155616609C31972630 @default.
• W3155616609 hasConceptScore W3155616609C33923547 @default.
• W3155616609 hasConceptScore W3155616609C41008148 @default.
• W3155616609 hasConceptScore W3155616609C45347329 @default.
• W3155616609 hasConceptScore W3155616609C50644808 @default.
• W3155616609 hasConceptScore W3155616609C89600930 @default.
• W3155616609 hasLocation W31556166091 @default.
• W3155616609 hasOpenAccess W3155616609 @default.
• W3155616609 hasPrimaryLocation W31556166091 @default.
• W3155616609 hasRelatedWork W1669643531 @default.
• W3155616609 hasRelatedWork W2005437358 @default.
• W3155616609 hasRelatedWork W2008656436 @default.
• W3155616609 hasRelatedWork W2023558673 @default.
• W3155616609 hasRelatedWork W2039154422 @default.
• W3155616609 hasRelatedWork W2122581818 @default.
• W3155616609 hasRelatedWork W2134924024 @default.
• W3155616609 hasRelatedWork W2517104666 @default.
• W3155616609 hasRelatedWork W2895616727 @default.
• W3155616609 hasRelatedWork W2182382398 @default.
• W3155616609 isParatext "false" @default.

• next