CAS-SFCM:基于空间信息的模糊集群的内容意识图像光滑
Felipe Antunes-Santos1,2, Carlos Lopez-Molina1,2, Maite Mendioroz2
1Department of Statistics, Computer Science and Mathematics, Public University of Navarre (UPNA), 31006 Pamplona, Spain.
Journal of imaging
|June 25, 2025
概括
这项研究引入了一种新的内容意识图像光滑方法,使用软集群. 它有效地保留图像结构,同时减少噪音,为各种图像类型提供可适应的光滑.
科学领域:
- 计算机视觉 计算机视觉
- 图像处理 图像处理
- 机器学习 机器学习
背景情况:
- 图像光滑对于降低噪音和提高图像可见性至关重要.
- 传统的内容无意识方法可以模糊重要的图像结构.
- 内容意识方法根据本地图像属性调整光滑,改善结构保存.
研究的目的:
- 提出一种新的内容意识的图像光滑方法.
- 为了利用软 (模糊) 聚类进行自适应光滑.
- 为了允许配置平滑参数,如区域数和空间音调相关性.
主要方法:
- 开发了一种基于内容的图像光滑技术,使用软集群.
- 实现了对不同形象区域数量的参数控制.
- 能够在平滑过程中调整空间和音调信息之间的平衡.
主要成果:
- 拟议的软集群方法实现了内容意识的图像平滑.
- 使用定性和定量分析对人工和现实世界的图像进行性能评估.
- 为客观的平滑评估引入了当地同质性措施.
结论:
- 新的软集群方法提供了有效的内容意识图像平滑.
- 该方法对中心点点位初始化变异具有稳定性.
- 它适用于合成和现实世界的图像数据集.
相关概念视频
Upsampling
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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...
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Downsampling
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When considering a sampled sequence with zero values between sampling instants, one can replace it by taking every N-th value of the sequence. At these integer multiples of N, the original and sampled sequences coincide. This process, known as decimation, involves extracting every N-th sample from a sequence, thereby creating a more efficient sequence.
The Fourier transform of the decimated sequence reveals a combination of scaled and shifted versions of the original spectrum. This...
The Fourier transform of the decimated sequence reveals a combination of scaled and shifted versions of the original spectrum. This...
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