Machine Unlearning for Vision

TIU-ReID: Target Identity Unlearning for Person Re-Identification

Jingong Chen,

Dongyoun Kim,

Chulwoo Pack,

Jun Huang,

Kwanghee Won

[pdf]

[bibtex]

@InProceedings{Chen_2026_CVPR, author = {Chen, Jingong and Kim, Dongyoun and Pack, Chulwoo and Huang, Jun and Won, Kwanghee}, title = {TIU-ReID: Target Identity Unlearning for Person Re-Identification}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {8506-8515} }

RUB: Evaluating Residual Knowledge in Unlearned Models

Hao Xuan,

Xingyu Li

[pdf] [supp]

[bibtex]

@InProceedings{Xuan_2026_CVPR, author = {Xuan, Hao and Li, Xingyu}, title = {RUB: Evaluating Residual Knowledge in Unlearned Models}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {8550-8559} }

Evaluating and Enhancing Generative Model Unlearning with LLM World Knowledge

Scott Mahan,

Eric Yeats,

Darryl Hannan,

Henry Kvinge,

Timothy Doster,

Wilson Fearn

[pdf] [supp]

[bibtex]

@InProceedings{Mahan_2026_CVPR, author = {Mahan, Scott and Yeats, Eric and Hannan, Darryl and Kvinge, Henry and Doster, Timothy and Fearn, Wilson}, title = {Evaluating and Enhancing Generative Model Unlearning with LLM World Knowledge}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {8526-8537} }

Class Unlearning via Depth-Aware Removal of Forget-Specific Directions

Arman Hatami,

Romina Aalishah,

Ilya E. Monosov

[pdf] [supp] [arXiv]

[bibtex]

@InProceedings{Hatami_2026_CVPR, author = {Hatami, Arman and Aalishah, Romina and Monosov, Ilya E.}, title = {Class Unlearning via Depth-Aware Removal of Forget-Specific Directions}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {8516-8525} }

Machine Unlearning in Computer Vision: Survey of Methods from Discriminative to Generative Foundation Models

Kaveh Safavigerdini,

Juan Mogollon,

Amirreza Daghighi,

Kannappan Palaniappan

[pdf]

[bibtex]

@InProceedings{Safavigerdini_2026_CVPR, author = {Safavigerdini, Kaveh and Mogollon, Juan and Daghighi, Amirreza and Palaniappan, Kannappan}, title = {Machine Unlearning in Computer Vision: Survey of Methods from Discriminative to Generative Foundation Models}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {8538-8549} }