Generative Model-Based Attack on Learnable Image Encryption for Privacy-Preserving Deep Learning

9 March 2023

AprilPyone Maungmaung

Hitoshi Kiya

FedML

DiffM

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Papers citing "Generative Model-Based Attack on Learnable Image Encryption for Privacy-Preserving Deep Learning"

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Title
Access Control with Encrypted Feature Maps for Object Detection Models Teru Nagamori Hiroki Ito AprilPyone Maungmaung Hitoshi Kiya 56 2 0 29 Sep 2022
StyleGAN Encoder-Based Attack for Block Scrambled Face Images AprilPyone Maungmaung Hitoshi Kiya CVBM PICV 69 4 0 16 Sep 2022
Classifier-Free Diffusion Guidance Jonathan Ho Tim Salimans FaML 193 3,898 0 26 Jul 2022
Access Control of Semantic Segmentation Models Using Encrypted Feature Maps Hiroki Ito AprilPyone Maungmaung Sayaka Shiota Hitoshi Kiya 32 4 0 11 Jun 2022
Privacy-Preserving Image Classification Using Isotropic Network Maungmaung Aprilpyone Hitoshi Kiya 37 36 0 16 Apr 2022
GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models Alex Nichol Prafulla Dhariwal Aditya A. Ramesh Pranav Shyam Pamela Mishkin Bob McGrew Ilya Sutskever Mark Chen 356 3,605 0 20 Dec 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 230 7,857 0 11 May 2021
Enabling Fast Differentially Private SGD via Just-in-Time Compilation and Vectorization P. Subramani Nicholas Vadivelu Gautam Kamath 90 83 0 18 Oct 2020
Block-wise Image Transformation with Secret Key for Adversarially Robust Defense Maungmaung Aprilpyone Hitoshi Kiya 60 57 0 02 Oct 2020
Encoding in Style: a StyleGAN Encoder for Image-to-Image Translation Elad Richardson Yuval Alaluf Or Patashnik Yotam Nitzan Yaniv Azar Stav Shapiro Daniel Cohen-Or 138 1,108 0 03 Aug 2020
Block-wise Scrambled Image Recognition Using Adaptation Network Koki Madono Masayuki Tanaka Masaki Onishi T. Ogawa PICV 43 44 0 21 Jan 2020
Analyzing and Improving the Image Quality of StyleGAN Tero Karras S. Laine M. Aittala Janne Hellsten J. Lehtinen Timo Aila GAN 301 5,815 0 03 Dec 2019
Encryption-then-Compression Systems using Grayscale-based Image Encryption for JPEG Images Tatsuya Chuman Warit Sirichotedumrong Hitoshi Kiya PICV 43 199 0 01 Nov 2018
MobileNetV2: Inverted Residuals and Linear Bottlenecks Mark Sandler Andrew G. Howard Menglong Zhu A. Zhmoginov Liang-Chieh Chen 184 19,284 0 13 Jan 2018
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Richard Y. Zhang Phillip Isola Alexei A. Efros Eli Shechtman Oliver Wang EGVM 377 11,795 0 11 Jan 2018
Federated Learning: Strategies for Improving Communication Efficiency Jakub Konecný H. B. McMahan Felix X. Yu Peter Richtárik A. Suresh Dave Bacon FedML 306 4,646 0 18 Oct 2016
Deep Learning with Differential Privacy Martín Abadi Andy Chu Ian Goodfellow H. B. McMahan Ilya Mironov Kunal Talwar Li Zhang FedML SyDa 216 6,130 0 01 Jul 2016
Deep Unsupervised Learning using Nonequilibrium Thermodynamics Jascha Narain Sohl-Dickstein Eric A. Weiss Niru Maheswaranathan Surya Ganguli SyDa DiffM 303 6,949 0 12 Mar 2015
Deep Learning Face Attributes in the Wild Ziwei Liu Ping Luo Xiaogang Wang Xiaoou Tang CVBM 244 8,408 0 28 Nov 2014
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 1.7K 39,547 0 01 Sep 2014