Share your thoughts, 1 month free Claude Pro on usSee more
WorkDL logo mark

A Visual Perception-Based Tunable Framework and Evaluation Benchmark for H.265/HEVC ROI Encryption

About

ROI selective encryption, as an efficient privacy protection technique, encrypts only the key regions in the video, thereby ensuring security while minimizing the impact on coding efficiency. However, existing ROI-based video encryption methods suffer from insufficient flexibility and lack of a unified evaluation system. To address these issues, we propose a visual perception-based tunable framework and evaluation benchmark for H.265/HEVC ROI encryption. Our scheme introduces three key contributions: 1) A ROI region recognition module based on visual perception network is proposed to accurately identify the ROI region in videos. 2) A three-level tunable encryption strategy is implemented while balancing security and real-time performance. 3) A unified ROI encryption evaluation benchmark is developed to provide a standardized quantitative platform for subsequent research. This triple strategy provides new solution and significant unified performance evaluation methods for ROI selective encryption field. Experimental results indicate that the proposed benchmark can comprehensively measure the performance of the ROI selective encryption. Compared to existing ROI encryption algorithms, our proposed enhanced and advanced level encryption exhibit superior performance in multiple performance metrics. In general, the proposed framework effectively meets the privacy protection requirements in H.265/HEVC and provides a reliable solution for secure and efficient processing of sensitive video content.

Xiang Zhang, Geng Wu, Wenbin Huang, Daoyong Fu, Fei Peng, Zhangjie Fu• 2025

Related benchmarks

TaskDatasetResultRank
Video EncryptionFour sequences (test)
PSNR12.21
6
ROI Encryption AccuracyAkiyo 50 frames (test)
IoU84.5
3
ROI Encryption AccuracyPartyScene 50 frames (test)
ROI Encryption IoU84.2
3
ROI Encryption AccuracyJohnny 50 frames (test)
IoU84.8
3
ROI Encryption AccuracyVidyo4 50 frames (test)
IoU85
3
ROI Encryption AccuracyKimono 50 frames (test)
IoU85.2
3
ROI Selective EncryptionAkiyo sequence
Error Rate (ERR)61.7
3
ROI Selective EncryptionPartyScene sequence
ERR87
3
ROI Selective EncryptionVidyo4 sequence
Error Rate (ERR)46.2
3
ROI Selective EncryptionKimono sequence
Error Rate (ERR)63.6
3
Showing 10 of 11 rows

Other info

Follow for update