Privacy Distillation: Reducing Re-identification Risk of Multimodal
Diffusion Models

Privacy Distillation: Reducing Re-identification Risk of Multimodal Diffusion Models

2 June 2023

Virginia Fernandez

Grzegorz Jacenków

Sotirios A. Tsaftaris

Papers citing "Privacy Distillation: Reducing Re-identification Risk of Multimodal Diffusion Models"

15 / 15 papers shown

Title
One-Step Offline Distillation of Diffusion-based Models via Koopman Modeling Nimrod Berman Ilan Naiman Moshe Eliasof Hedi Zisling Omri Azencot DiffM OffRL 18 0 0 19 May 2025
RELICT: A Replica Detection Framework for Medical Image Generation O. U. Aydin Alexander Koch A. Hilbert Jana Rieger Felix Lohrke F. Ishida Satoru Tanioka D. Frey MedIm 54 0 0 24 Feb 2025
Attacks and Defenses for Generative Diffusion Models: A Comprehensive Survey V. T. Truong Luan Ba Dang Long Bao Le DiffM MedIm 56 16 0 06 Aug 2024
MemControl: Mitigating Memorization in Diffusion Models via Automated Parameter Selection Raman Dutt Pedro Sanchez Ondrej Bohdal Sotirios A. Tsaftaris Timothy M. Hospedales MedIm 36 0 0 29 May 2024
From Pixel to Cancer: Cellular Automata in Computed Tomography Yuxiang Lai Xiaoxi Chen Angtian Wang Alan Yuille Zongwei Zhou MedIm 56 12 0 11 Mar 2024
RadEdit: stress-testing biomedical vision models via diffusion image editing Fernando Pérez-García Sam Bond-Taylor Pedro P. Sanchez B. V. Breugel Daniel Coelho De Castro ... M. Lungren A. Nori Javier Alvarez-Valle Ozan Oktay Maximilian Ilse MedIm 43 8 0 20 Dec 2023
Black-box Membership Inference Attacks against Fine-tuned Diffusion Models Yan Pang Tianhao Wang 30 18 0 13 Dec 2023
SoK: Memorisation in machine learning Dmitrii Usynin Moritz Knolle Georgios Kaissis 25 1 0 06 Nov 2023
White-box Membership Inference Attacks against Diffusion Models Yan Pang Tianhao Wang Xu Kang Mengdi Huai Yang Zhang AAML DiffM 46 22 0 11 Aug 2023
On the Design Fundamentals of Diffusion Models: A Survey Ziyi Chang George Alex Koulieris Hubert P. H. Shum DiffM 29 54 0 07 Jun 2023
Can segmentation models be trained with fully synthetically generated data? Virginia Fernandez W. H. Pinaya Pedro Borges Petru-Daniel Tudosiu M. Graham Tom Kamiel Magda Vercauteren M. Jorge Cardoso DiffM MedIm 51 45 0 17 Sep 2022
Brain Imaging Generation with Latent Diffusion Models W. H. Pinaya Petru-Daniel Tudosiu J. Dafflon P. F. D. Costa Virginia Fernandez P. Nachev Sebastien Ourselin M. Jorge Cardoso DiffM MedIm 107 287 0 15 Sep 2022
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 255 4,805 0 24 Feb 2021
How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative Models Ahmed Alaa B. V. Breugel Evgeny S. Saveliev M. Schaar 59 186 0 17 Feb 2021
Synthetic Data: Opening the data floodgates to enable faster, more directed development of machine learning methods James Jordon A. Wilson M. Schaar AI4CE 87 16 0 08 Dec 2020