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CDPT: context-driven omni-dimensional dynamic pose transfer network

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成果类型:
期刊论文
作者:
Chen, Yue;Liang, Xiaoman;Lin, Mugang;Qin, Yuan;Zhao, Huihuang
通讯作者:
Liang, XM
作者机构:
[Liang, Xiaoman; Qin, Yuan; Zhao, Huihuang; Liang, XM; Lin, Mugang; Chen, Yue] Hengyang Normal Univ, Coll Comp Sci & Technol, Hengyang 421002, Peoples R China.
[Liang, Xiaoman; Zhao, Huihuang; Liang, XM; Lin, Mugang] Hunan Prov Key Lab Intelligent Informat Proc & App, Hengyang 421002, Peoples R China.
通讯机构:
[Liang, XM ] H
Hengyang Normal Univ, Coll Comp Sci & Technol, Hengyang 421002, Peoples R China.
Hunan Prov Key Lab Intelligent Informat Proc & App, Hengyang 421002, Peoples R China.
语种:
英文
关键词:
Pose transfer;Omni-dimensional dynamic convolution;Focal frequency loss;Image synthesis
期刊:
Signal, Image and Video Processing
ISSN:
1863-1703
年:
2025
卷:
19
期:
5
页码:
1-10
基金类别:
This work was supported by the National Natural Science Foundation of China (61772179), Hunan Provincial Natural Science Foundation of China (2022JJ50016,2023JJ50095), and the Science and Technology Plan Project of Hunan Province (2016TP1020). Scientific Research Fund of Hunan Provincial Education Department (21B0649), Double First-Class University Project of Hunan Province (Xiangjiaotong [2018]469,[2020]248), Postgraduate Scientific Research Innovation Project of Hunan Province (CX20221285).
机构署名:
本校为第一且通讯机构
院系归属:
计算机科学与技术学院
摘要:
Pose transfer refers to transferring a given person’s pose to the target pose. We present a context-driven omni-dimensional dynamic pose transfer model to address the issue of regular convolutional networks being unable to manage complicated changes. First, we construct a dynamic convolution module to extract rich contextual features. This module dynamically adjusts to the differences in input data during the convolution process, enhancing the adaptability of features. Second, a feature fusion block (FFBlock) is built by merging multiscale cha...

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