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TrDPNet: A transformer-based diffusion model for single-image 3D point cloud reconstruction

delete2025-07-08
delete0
PRE
AI
F
Fei Li
T
Tiansong Li
柯
柯逍 (Ke Xiao) *
L
Lin Wang
Y
Yu Li
DOI：10.1016/j.jvcir.2025.104503delete
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摘要

摘要

En 中文
• 提出了TrDPNet用于单视图3D点云重建。 • 自注意力机制（cross-attention）实现了扩散去噪过程中的稳定条件控制。 • 在合成基准测试中实现了超过20%的提升，并生成高质量输出。

期刊

Journal of Visual Communication and Image Representation 封面图
Journal of Visual Communication and Image Representation
IF:
3.1
论文数:
540
被引数:
5.6K

机构

C
Chongqing Normal University
学者数:
3.3K
论文数: 2.7K
被引数: 3.8K
H
huazhong university of science and technology
学者数:
2.7W
论文数: 8.1K
被引数: 5
引用论文

引用论文

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err2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
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PSSCL: A progressive sample selection framework with contrastive loss designed for noisy labelsPSSCL：一种针对噪声标签设计的、基于对比损失的渐进式样本选择框架
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