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A comprehensive survey on non-photorealistic rendering and benchmark developments for image abstraction and stylization

机译:有关非照片级渲染和基准开发的全面调查,以进行图像抽象和样式化

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This survey presents a comprehensive study on non-photorealistic rendering (NPR). NPR technique renders 2D input image into abstracted and artistic stylized images. NPR mainly dwells on image processing, computer vision, and visualizing the graphics processing techniques. The survey highlights the evolution of IA-AR system and the subsequent classification of NPR techniques. The survey also has cognized the various works done on stroke-based rendering, color image analogy, region-based rendering, image filtering abstraction, and stylization. The inference drawn from the survey is the computer system using a stylus to fully automatic structure-preserving image abstraction and stylization got evolved from a traditional method of human interaction. From the survey carried out on the most significant papers from 1963 to 2017, we felt the need for setting up of benchmark guidelines, the data set with varies subjective matters, and quality assessment techniques with various statistical essences. From the survey information pertaining to benchmark image characteristics, properties and their constraints with the contextual feature in an image have been identified. Finally, survey work listed out the NPR application in various fields of image processing and highlighted empirical challenges and hampers in NPR domain. This survey work has empowered us to proceed in the right direction and enthusiasm to bring forth the problem statement and carry out research work.
机译:这项调查对非照片级真实感渲染(NPR)进行了全面的研究。 NPR技术将2D输入图像渲染成抽象的艺术风格图像。 NPR主要专注于图像处理,计算机视觉和图形处理技术的可视化。该调查重点介绍了IA-AR系统的发展以及NPR技术的后续分类。调查还认识到在基于笔划的渲染,彩色图像类比,基于区域的渲染,图像过滤抽象和样式化方面所做的各种工作。从调查中得出的推论是,使用手写笔对保留结构的图像进行全自动抽象和样式化的计算机系统是从传统的人机交互方法演变而来的。从1963年至2017年对最重要论文进行的调查中,我们认为需要建立基准指南,具有不同主观问题的数据集以及具有各种统计本质的质量评估技术。从与基准图像特征有关的调查信息中,已经确定了图像中的属性及其具有上下文特征的约束。最后,调查工作列出了NPR在图像处理各个领域的应用,并强调了NPR领域的经验挑战和障碍。这项调查工作赋予了我们正确的方向和热情,提出了问题陈述并开展了研究工作。

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