arXiv:2602.09026eess.IVcs.IT2026-02

用算子理论重新定义成像的信息熵、容量与不可逆性,揭示物理过程如何影响信息流动。

Operator-Based Information Theory for Imaging: Entropy, Capacity, and Irreversibility in Physical Measurement Systems

  • 将成像链建模为作用于函数的有界算子组合,通过谱特性分析信息分布
  • 提出熵、容量和不可逆性三个新指标,量化信息在衰减、模糊、采样中的损耗
  • 适用于各类成像系统,为重建算法和信息几何研究提供通用框架

成像系统通常用分辨率、对比度和信噪比描述,但这些量无法全面反映物理变换对信息流的影响。本文提出一种基于算子的信息论框架,将成像链视为作用于函数的有界算子复合,利用算子谱特性刻画信息再分配。发展出三个度量:算子熵用于量化算子在奇异谱上的能量分布;算子信息容量描述在噪声依赖阈值下仍可恢复的模式数量;不可逆性指数衡量模式被抑制或消除导致的信息损失,并捕捉算子复合下的信息损失累积。该框架适用于线性、非线性和随机算子,不依赖具体成像模态。解析示例表明,衰减、模糊和采样以不同方式影响熵、容量与不可逆性。结果为分析成像物理极限提供了通用结构,并奠定后续信息几何、时空预算、非线性信道与重建算法研究的基础。

原文摘要 · Abstract (English)

Imaging systems are commonly described using resolution, contrast, and signal-to-noise ratio, but these quantities do not provide a general account of how physical transformations affect the flow of information. This paper introduces an operator-based formulation of information theory for imaging. The approach models the imaging chain as a composition of bounded operators acting on functions, and characterises information redistribution using the spectral properties of these operators. Three measures are developed. Operator entropy quantifies how an operator distributes energy across its singular spectrum. Operator information capacity describes the number of modes that remain recoverable above a noise-dependent threshold. An irreversibility index measures the information lost through suppression or elimination of modes and captures the accumulation of information loss under operator composition. The framework applies to linear, nonlinear, and stochastic operators and does not depend on the specific imaging modality. Analytical examples show how attenuation, blur, and sampling affect entropy, capacity, and irreversibility in different ways. The results provide a general structure for analysing the physical limits of imaging and form the basis for subsequent work on information geometry, spatiotemporal budgets, nonlinear channels, and reconstruction algorithms.

信息论成像系统算子理论不可逆性

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