UDT: U-shaped deformable transformer for subarachnoid haemorrhage image segmentation

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成果类型：

期刊论文

作者：

Xie, Wei;Jin, Lianghao;Hua, Shiqi;Sun, Hao;Sun, Bo;...

通讯作者：

Sun, H;Sun, B

作者机构：

[Hua, Shiqi; Sun, Hao; Jin, Lianghao; Xie, Wei] Cent China Normal Univ, Hubei Prov Key Lab Artificial Intelligence & Smart, Wuhan, Peoples R China.

[Hua, Shiqi; Jin, Lianghao; Xie, Wei; Sun, Hao] Cent China Normal Univ, Sch Comp Sci, Wuhan, Peoples R China.

[Hua, Shiqi; Jin, Lianghao; Xie, Wei; Sun, Hao] Cent China Normal Univ, Natl Language Resources Monitoring & Res Ctr Netwo, Wuhan, Peoples R China.

[Sun, B; Sun, Bo] Dalian Med Univ, Affiliated Hosp 1, Dalian, Peoples R China.

[Tu, Zhigang] Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan, Peoples R China.

通讯机构：

[Sun, B ] D

[Sun, H ] C

Cent China Normal Univ, Hubei Prov Key Lab Artificial Intelligence & Smart, Wuhan, Peoples R China.

Dalian Med Univ, Affiliated Hosp 1, Dalian, Peoples R China.

语种：

英文

关键词：

image segmentation;medical image processing

期刊：

智能技术学报

ISSN：

2468-2322

年：

2024

卷：

期：

页码：

756-768

DOI：

10.1049/cit2.12302

基金类别：

Fundamental Research Funds for the Central Universities

机构署名：

本校为第一且通讯机构

院系归属：

计算机学院

摘要：

AbstractSubarachnoid haemorrhage (SAH), mostly caused by the rupture of intracranial aneurysm, is a common disease with a high fatality rate. SAH lesions are generally diffusely distributed, showing a variety of scales with irregular edges. The complex characteristics of lesions make SAH segmentation a challenging task. To cope with these difficulties, a u‐shaped deformable transformer (UDT) is proposed for SAH segmentation. Specifically, first, a multi‐scale deformable attention (MSDA) module is exploited to model the diffuseness and scale‐...

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UDT: U-shaped deformable transformer for subarachnoid haemorrhage image segmentation

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