按需安全可扩展的视频流,适用于人类和机器应用
Alaa Zain1, Yibo Fan2, Jinjia Zhou1
1Faculty of Science and Engineering, Department of Applied Informatics, Koganei Campus, Hosei University, Tokyo 102-8160, Japan.
Sensors (Basel, Switzerland)
|February 27, 2026
概括
本研究介绍了具有智能加密的自适应可扩展视频编码,增强了安全性和机器分析. 新方法提高了人类观众和自动化系统的效率.
科学领域:
- 计算机科学 计算机科学
- 信息安全 信息安全
- 信号处理 信号处理
背景情况:
- 可扩展的视频编码对于各种流媒体需求至关重要,但往往缺乏隐私和机器分析支持.
- 现有的方法优先考虑人类的感知,限制自动化系统和数据安全的实用性.
- 需要进行视频编码,以平衡人类质量,机器分析,隐私和压缩效率.
研究的目的:
- 开发一个适应性可扩展的视频编码框架,用于人类和机器的双重使用.
- 集成智能加密,以提高数据隐私和安全性.
- 与现有方法相比,提高压缩效率和机器分析性能.
主要方法:
- 提出了一个可适应的可扩展的视频编码框架.
- 实现了自适应层加密,以保护敏感内容.
- 使用基准数据集和视频监控场景评估绩效.
主要成果:
- 实现了优越的速率扭曲效率和重建质量.
- 与传统和基于学习的代码相比,机器分析准确度得到了改进.
- 可扩展的人机编码 (SHMC) 在同等质量指标的监控场景中将每像素位数降低了高达60.29%.
结论:
- 拟议的框架有效地将可扩展的视频编码与智能加密集成在一起.
- 这种方法确保了人类和机器消费的安全,高效的视频传输.
- 在像视频监控这样的特定应用中,SHMC比HEVC/SHVC扩展具有显著的优势.
相关概念视频
Stream Function
2.2K
In two-dimensional incompressible fluid flow, the continuity equation is essential for ensuring mass conservation, meaning that any change in fluid entering or exiting a region is balanced by a corresponding change elsewhere. For incompressible flow, where density remains constant, this requirement simplifies to the condition that the divergence of the velocity field must be zero. Mathematically, this is expressed as,
2.2K
Rapidly Varying Flow
561
Rapidly varying flow (RVF) in open channels is characterized by abrupt changes in flow depth over a short distance, with the rate of depth change relative to distance often approaching unity. These flows are inherently complex due to their transient and multi-dimensional nature, making exact analysis difficult. However, approximate solutions using simplified models provide valuable insights into their behavior.Key Features of Rapidly Varying FlowRVF is commonly observed in scenarios involving...
561
Machines
613
Machines are complex structures consisting of movable, pin-connected multi-force members that work together to transmit forces. One example of a machine is the cutting plier, which is used to cut wires by applying forces to its handles. When equal and opposite forces are exerted on the handles of the cutting plier, they cause the cutting edges to come together and apply equal and opposite reaction forces on the wire, which are greater than the applied forces.
A free-body diagram of the...
A free-body diagram of the...
613
Multimachine Stability
592
Multimachine stability analysis is crucial for understanding the dynamics and stability of power systems with multiple synchronous machines. The objective is to solve the swing equations for a network of M machines connected to an N-bus power system.
In analyzing the system, the nodal equations represent the relationship between bus voltages, machine voltages, and machine currents. The nodal equation is given by:
In analyzing the system, the nodal equations represent the relationship between bus voltages, machine voltages, and machine currents. The nodal equation is given by:
592
Distribution Reliability and Automation
542
Distribution reliability in electrical power systems is critical for ensuring an uninterrupted power supply to consumers at minimal cost. According to IEEE Standard Terms, reliability is the probability that a device will function without failure over a specified time period or amount of usage. For electric power distribution, this translates to maintaining continuous power supply and addressing customer concerns over power outages. Several indices, as defined by IEEE Standard 1366-2012, are...
542
Upsampling
670
Managing signal sampling rates is essential in digital signal processing to maintain signal integrity. A decimated signal, characterized by a reduced frequency range due to its lower sampling rate, can be upsampled by inserting zeros between each sample. This upsampling process expands the original spectrum and introduces repeated spectral replicas at intervals dictated by the new Nyquist frequency. To refine this zero-inserted sequence, it is passed through a lowpass filter with a cutoff...
670
