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Dissecting and Mitigating Semantic Discrepancy in Stable Diffusion for Image-to-Image Translation

Yifan Yuan Guanqun Yang James Z.Wang Hui Zhang Hongming Shan Fei-Yue Wang Junping Zhang

自动化学报（英文版）2025，Vol.12Issue(4)：705-718,14.

自动化学报（英文版）2025，Vol.12Issue(4)：705-718,14.DOI:10.1109/JAS.2024.124800

Dissecting and Mitigating Semantic Discrepancy in Stable Diffusion for Image-to-Image Translation

Yifan Yuan ¹Guanqun Yang ²James Z.Wang ³Hui Zhang ⁴Hongming Shan ⁵Fei-Yue Wang ⁶Junping Zhang⁷

作者信息

1. Shanghai Key Laboratory of Intelligent Information Processing,School of Computer Science,Fudan University,Shanghai 200433,China
2. Fuxi team of NetEase corp
3. College of Information Sciences and Technology,The Pennsylvania State University,PA 16802 USA
4. School of Computer and Information Technology,Beijing Jiaotong University,Beijing 100098,China
5. Institute of Science and Technology for Brain-inspired Intelligence and MOE Frontiers Center for Brain Science,Fudan University,Shanghai 200433
6. Shanghai Center for Brain Science and Brain-inspired Technology,Shanghai 200031,China
7. State Key Laboratory of Management and Control for Complex Systems,Institute of Automation,Chinese Academy of Sciences,Beijing 100190
折叠

摘要

关键词

DDIM inversion/diffusion model/image-to-image translation/semantic discrepancy/stable diffusion

Key words

DDIM inversion/diffusion model/image-to-image translation/semantic discrepancy/stable diffusion

引用本文复制引用

Yifan Yuan,Guanqun Yang,James Z.Wang,Hui Zhang,Hongming Shan,Fei-Yue Wang,Junping Zhang..Dissecting and Mitigating Semantic Discrepancy in Stable Diffusion for Image-to-Image Translation[J].自动化学报（英文版）,2025,12(4):705-718,14.

基金项目

This work was supported in part by the National Natural Science Foundation of China(62176059).The work of James Z.Wang was supported by The Pennsylvania State University. （62176059）

自动化学报（英文版）

ISSN：2329-9266

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