Balancing Image Privacy and Usability with Thumbnail-Preserving Encryption
Kimia Tajik, Akshith Gunasekaran, Rhea Dutta, Brandon Ellis, Rakesh B. Bobba, Mike Rosulek, Charles V. Wright, Wu-chi Feng
Abstract
In this paper, we motivate the need for image encryption techniques that preserve certain visual features in images and hide all other information, to balance privacy and usability in the context of cloud-based image storage services. In particular, we introduce the concept of ideal or exact Thumbnail-Preserving Encryption (TPE), a special case of format-preserving encryption, and present a concrete construction. In TPE, a ciphertext is itself an image that has the same thumbnail as the plaintext (unecrypted) image, but that provably leaks nothing about the plaintext beyond its thumbnail. We provide a formal security analysis for the construction, and a prototype implementation to demonstrate compatibility with existing services. We also study the ability of users to distinguish between thumbnail images preserved by TPE. Our findings indicate that TPE is an efficient and promising approach to balance usability and privacy concerns for images. Our code and a demo are available at: http://photoencryption.org .
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Cited by top-tier papers2
- PECAM: privacy-enhanced video streaming and analytics via securely-reversible transformationHao Wu, Xuejin Tian, Minghao Li, Yunxin Liu et al.MobiCom 2021 · 50 citations
- "Get in Researchers; We're Measuring Reproducibility": A Reproducibility Study of Machine Learning Papers in Tier 1 Security ConferencesDaniel Olszewski, Allison Lu, Carson Stillman, Kevin Warren et al.CCS 2023 · 19 citations
Related papers
- Towards Face Encryption by Generating Adversarial Identity MasksXiao Yang, Yinpeng Dong, Tianyu Pang, Hang Su et al.ICCV 2021 · 109 citations
- Examining Human Perception of Generative Content Replacement in Image Privacy ProtectionAnran Xu, Shitao Fang, Huan Yang, Simo Hosio et al.CHI 2024 · 22 citations
- Identity-Based Format-Preserving EncryptionMihir Bellare, Viet Tung HoangCCS 2017 · 15 citations
- Once-for-all: Efficient Visual Face Privacy Protection via Person-specific VeilsZixuan Yang, Yushu Zhang, Tao Wang, Zhongyun Hua et al.ACM MM 2024 · 2 citations
- PIRNet: Privacy-Preserving Image Restoration Network via Wavelet LiftingXin Deng, Chao Gao, Mai XuICCV 2023 · 11 citations
