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EBUNet: a fast and accurate semantic segmentation network with lightweight efficient bottleneck unit

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Bibliographic Details
Main Authors: Siyuan, Shen, Zhengjun, Zhai, Guanfeng, Yu
Format: Book
Language:English
Published: Springer 2023
Subjects:
EBUNet
IPAM
Online Access:https://link.springer.com/article/10.1007/s40747-023-01054-y
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8000
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spelling oai:localhost:PNK-80002023-04-17T07:55:15Z EBUNet: a fast and accurate semantic segmentation network with lightweight efficient bottleneck unit Siyuan, Shen Zhengjun, Zhai Guanfeng, Yu EBUNet IPAM CC BY It has been difficult to achieve a suitable balance between effectiveness and efficiency in lightweight semantic segmentation networks in recent years. The goal of this work is to present an efficient and reliable semantic segmentation method called EBUNet, which is aimed at achieving a favorable trade-off between inference speed and prediction accuracy. Initially, we develop an Efficient Bottleneck Unit (EBU) that employs depth-wise convolution and depth-wise dilated convolution to obtain adequate features with moderate computation costs. Then, we developed a novel Image Partition Attention Module (IPAM), which divides feature maps into subregions and generates attention weights based on them. As a third step, we developed a novel lightweight attention decoder with which to retrieve spatial information effectively 2023-04-17T07:55:15Z 2023-04-17T07:55:15Z 2023 Book https://link.springer.com/article/10.1007/s40747-023-01054-y https://dlib.phenikaa-uni.edu.vn/handle/PNK/8000 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic EBUNet
IPAM
spellingShingle EBUNet
IPAM
Siyuan, Shen
Zhengjun, Zhai
Guanfeng, Yu
EBUNet: a fast and accurate semantic segmentation network with lightweight efficient bottleneck unit
description CC BY
format Book
author Siyuan, Shen
Zhengjun, Zhai
Guanfeng, Yu
author_facet Siyuan, Shen
Zhengjun, Zhai
Guanfeng, Yu
author_sort Siyuan, Shen
title EBUNet: a fast and accurate semantic segmentation network with lightweight efficient bottleneck unit
title_short EBUNet: a fast and accurate semantic segmentation network with lightweight efficient bottleneck unit
title_full EBUNet: a fast and accurate semantic segmentation network with lightweight efficient bottleneck unit
title_fullStr EBUNet: a fast and accurate semantic segmentation network with lightweight efficient bottleneck unit
title_full_unstemmed EBUNet: a fast and accurate semantic segmentation network with lightweight efficient bottleneck unit
title_sort ebunet: a fast and accurate semantic segmentation network with lightweight efficient bottleneck unit
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s40747-023-01054-y
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8000
_version_ 1763452660805009408
score 8.8894005

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