EBUNet: a fast and accurate semantic segmentation network with lightweight efficient bottleneck unit
CC BY
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| Định dạng: | Sách |
| Ngôn ngữ: | English |
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Springer
2023
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| Truy cập trực tuyến: | https://link.springer.com/article/10.1007/s40747-023-01054-y https://dlib.phenikaa-uni.edu.vn/handle/PNK/8000 |
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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 |
8.89252 |