In this new computing paradigm, named quantum computing, researchers from all over the world are taking their first steps in designing quantum circuits for image processing, through a difficult process of knowledge transfer. This effort is named Quantum Image Processing, an emerging research field pushed by powerful parallel computing capabilities of quantum computers. This work goes in this direction and proposes the challenging development of a powerful method of image denoising, such as the Total Variation (TV) model, in a quantum environment. The proposed Quantum TV is described and its sub-components are analysed. Despite the natural limitations of the current capabilities of quantum devices, the experimental results show a competitive denoising performance compared to the classical variational TV counterpart.
翻译:在这个名为量子计算的新计算模式中,来自世界各地的研究人员正在通过一个困难的知识转让过程,在设计图像处理量子电路方面迈出第一步。这项努力被称为量子图像处理,这是量子计算机强大的平行计算能力推动的一个新兴研究领域。这项工作朝这个方向发展,并提出了在量子环境中富有挑战性地开发一个强有力的图像分解方法,如全变换(TV)模型。描述拟议的量子电视并分析其子组件。尽管量子设备现有能力存在自然限制,但实验结果显示,与古典变异电视对口相比,具有竞争性的分解性表现。