Personalization in Generative AI Workshop

Dual Orthogonal Guidance for Robust Diffusion-based Handwritten Text Generation

Konstantina Nikolaidou,

George Retsinas,

Giorgos Sfikas,

Silvia Cascianelli,

Rita Cucchiara,

Marcus Liwicki

[pdf] [arXiv]

[bibtex]

@InProceedings{Nikolaidou_2025_ICCV, author = {Nikolaidou, Konstantina and Retsinas, George and Sfikas, Giorgos and Cascianelli, Silvia and Cucchiara, Rita and Liwicki, Marcus}, title = {Dual Orthogonal Guidance for Robust Diffusion-based Handwritten Text Generation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6961-6970} }

MINDiff: Mask-Integrated Negative Attention for Controlling Overfitting in Text-to-Image Personalization

Seulgi Jeong,

Jaeil Kim

[pdf] [supp]

[bibtex]

@InProceedings{Jeong_2025_ICCV, author = {Jeong, Seulgi and Kim, Jaeil}, title = {MINDiff: Mask-Integrated Negative Attention for Controlling Overfitting in Text-to-Image Personalization}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6922-6931} }

MotionMatcher: Cinematic Motion Customization of Text-to-Video Diffusion Models via Motion Feature Matching

Yen-Siang Wu,

Chi-Pin Huang,

Fu-En Yang,

Yu-Chiang Frank Wang

[pdf] [supp]

[bibtex]

@InProceedings{Wu_2025_ICCV, author = {Wu, Yen-Siang and Huang, Chi-Pin and Yang, Fu-En and Wang, Yu-Chiang Frank}, title = {MotionMatcher: Cinematic Motion Customization of Text-to-Video Diffusion Models via Motion Feature Matching}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6991-7001} }

UP-VTON: A Unified Virtual Try-On Framework Supporting Mask, Mask-Free, and Prompt-Driven Guidance

Youngjoo Jo,

Minho Park,

Dong-oh Kang

[pdf]

[bibtex]

@InProceedings{Jo_2025_ICCV, author = {Jo, Youngjoo and Park, Minho and Kang, Dong-oh}, title = {UP-VTON: A Unified Virtual Try-On Framework Supporting Mask, Mask-Free, and Prompt-Driven Guidance}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6971-6979} }

Locally Controlled Face Aging with Latent Diffusion Models

Lais Isabelle Alves Dos Santos,

Julien Despois,

Thibaut Chauffier,

Sileye O. Ba,

Giovanni Palma

[pdf] [arXiv]

[bibtex]

@InProceedings{Dos_Santos_2025_ICCV, author = {Dos Santos, Lais Isabelle Alves and Despois, Julien and Chauffier, Thibaut and Ba, Sileye O. and Palma, Giovanni}, title = {Locally Controlled Face Aging with Latent Diffusion Models}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6932-6940} }

Target Attribute Diffusion Models

William Loh,

Yanting Miao,

Pascal Poupart,

Suraj Kothawade

[pdf] [supp]

[bibtex]

@InProceedings{Loh_2025_ICCV, author = {Loh, William and Miao, Yanting and Poupart, Pascal and Kothawade, Suraj}, title = {Target Attribute Diffusion Models}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6952-6960} }

Tight Inversion: Image Conditioned Inversion for Real Image Editing

Edo Kadosh,

Nir Goren,

Or Patashnik,

Daniel Garibi,

Daniel Cohen-Or

[pdf] [arXiv]

[bibtex]

@InProceedings{Kadosh_2025_ICCV, author = {Kadosh, Edo and Goren, Nir and Patashnik, Or and Garibi, Daniel and Cohen-Or, Daniel}, title = {Tight Inversion: Image Conditioned Inversion for Real Image Editing}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6980-6990} }

Only-Style: Stylistic Consistency in Image Generation without Content Leakage

Tilemachos Aravanis,

Panagiotis Filntisis,

Petros Maragos,

George Retsinas

[pdf] [supp]

[bibtex]

@InProceedings{Aravanis_2025_ICCV, author = {Aravanis, Tilemachos and Filntisis, Panagiotis and Maragos, Petros and Retsinas, George}, title = {Only-Style: Stylistic Consistency in Image Generation without Content Leakage}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6941-6951} }

Human Preference-Aligned Concept Customization Benchmark via Decomposed Evaluation

Reina Ishikawa,

Ryo Fujii,

Hideo Saito,

Ryo Hachiuma

[pdf] [supp] [arXiv]

[bibtex]

@InProceedings{Ishikawa_2025_ICCV, author = {Ishikawa, Reina and Fujii, Ryo and Saito, Hideo and Hachiuma, Ryo}, title = {Human Preference-Aligned Concept Customization Benchmark via Decomposed Evaluation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {7002-7011} }