Personalization in Generative AI Workshop

When Identities Collapse: A Stress-Test Benchmark for Multi-Subject Personalization

Zhihan Chen,

Yuhuan Zhao,

Yijie Zhu,

Xinyu Yao

[pdf] [supp] [arXiv]

[bibtex]

@InProceedings{Chen_2026_CVPR, author = {Chen, Zhihan and Zhao, Yuhuan and Zhu, Yijie and Yao, Xinyu}, title = {When Identities Collapse: A Stress-Test Benchmark for Multi-Subject Personalization}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {4855-4863} }

Let Triggers Control: Frequency-Aware Dropout for Effective Token Control

Junyoung Koh,

Hoyeon Moon,

Dongha Kim,

Seungmin Lee,

Sanghyun Park,

Min Song

[pdf] [supp] [arXiv]

[bibtex]

@InProceedings{Koh_2026_CVPR, author = {Koh, Junyoung and Moon, Hoyeon and Kim, Dongha and Lee, Seungmin and Park, Sanghyun and Song, Min}, title = {Let Triggers Control: Frequency-Aware Dropout for Effective Token Control}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {4874-4883} }

Timestep-Constrained One-Shot Video Motion Customization

Vatsal Baherwani,

Yixuan Ren,

Abhinav Shrivastava

[pdf]

[bibtex]

@InProceedings{Baherwani_2026_CVPR, author = {Baherwani, Vatsal and Ren, Yixuan and Shrivastava, Abhinav}, title = {Timestep-Constrained One-Shot Video Motion Customization}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {4845-4854} }

Advancing Subject Consistent and Textual Alignment Personalized Image Generation via Precise Attribute Learning

Zijian He,

Zheng Liu,

Huiguo He,

Weizhi Zhong,

Yejun Tang,

Huan Yang,

Di Zhang,

Guanbin Li

[pdf] [supp]

[bibtex]

@InProceedings{He_2026_CVPR, author = {He, Zijian and Liu, Zheng and He, Huiguo and Zhong, Weizhi and Tang, Yejun and Yang, Huan and Zhang, Di and Li, Guanbin}, title = {Advancing Subject Consistent and Textual Alignment Personalized Image Generation via Precise Attribute Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {4864-4873} }

MakeupMirror: Improving Facial Attribute Preservation in Diffusion Models for Makeup Transfer

Nefeli Andreou,

Angel Martínez-González,

Sabine Sternig,

Matthieu Guillaumin,

Epameinondas Antonakos,

Michael Opitz

[pdf]

[bibtex]

@InProceedings{Andreou_2026_CVPR, author = {Andreou, Nefeli and Mart{\'\i}nez-Gonz\'alez, Angel and Sternig, Sabine and Guillaumin, Matthieu and Antonakos, Epameinondas and Opitz, Michael}, title = {MakeupMirror: Improving Facial Attribute Preservation in Diffusion Models for Makeup Transfer}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {4835-4844} }

PerFuSe: Personalized Full-Image Restoration via Modular Fusion

Nazish Naeem,

Zeeshan Nadir,

Hamid R. Sheikh,

Seok-Jun Lee

[pdf] [supp]

[bibtex]

@InProceedings{Naeem_2026_CVPR, author = {Naeem, Nazish and Nadir, Zeeshan and Sheikh, Hamid R. and Lee, Seok-Jun}, title = {PerFuSe: Personalized Full-Image Restoration via Modular Fusion}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {4884-4893} }

Single Image Iterative Subject-driven Generation and Editing

Yair Shpitzer,

Aviv Weidenfeld,

Gal Chechik,

Idan Schwartz

[pdf] [supp]

[bibtex]

@InProceedings{Shpitzer_2026_CVPR, author = {Shpitzer, Yair and Weidenfeld, Aviv and Chechik, Gal and Schwartz, Idan}, title = {Single Image Iterative Subject-driven Generation and Editing}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {4894-4904} }