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Fractal Knowledge-Guided Diffusion Representation Learning Framework for Self-supervised Crack Segmentation

delete2026-04-27
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PRE
AI
X
Xinran Li
X
Xiangyang Xu *
H
Hao Yang
DOI:10.1016/j.knosys.2026.116085delete
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摘要

摘要

En 中文
• 分形伪掩码与拓扑引导无标签数据的学习。 • 多尺度门控扩散模块改进裂缝特征建模。 • 双流空间自适应反归一化稳定对抗训练。 • 对比无配对翻译实现对比表示学习。
Keyword:
Fractal pseudo-masks
Multi-scale gated diffusion
Dual-stream spatially adaptive denormalization
Contrastive unpaired translation
Self-supervised crack segmentation

期刊

K
Knowledge-Based Systems
IF:
7.6
论文数:
1.3W
被引数:
4.5W

机构

P
polytechnic university of turin
学者数:
488
论文数: 224
被引数: 0
S
soochow university
学者数:
1.3W
论文数: 4.5K
被引数: 5
引用论文

引用论文

Pixel-Level Cracking Detection on 3D Asphalt Pavement Images Through Deep-Learning- Based CrackNet-V
err2020-01-01
err273
PREAI
errFei, Yue; Wang, Kelvin C. P.; Zhang, Allen; Chen, Cheng; Li, Joshua Q.; Liu, Yang; Yang, Guangwei; Li, Baoxian
err分享
err收藏
DeepCrack: A deep hierarchical feature learning architecture for crack segmentation
err2019-04-01
err633
PREAI
errLiu, Yahui; Yao, Jian; Lu, Xiaohu; Xie, Renping; Li, Li
err分享
err收藏
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