论文标题

定期分解空间中多维数据的分层建模:综合和透视图

Hierarchical Modeling of Multidimensional Data in Regularly Decomposed Spaces: Synthesis and Perspective

论文作者

Guye, Olivier

论文摘要

这是第四个也是最后一个书籍,重点是描述上一本书中介绍的项目的设想作品。这是一种新方法,专门用于编码静止图像和动态图片,试图桥接MPEG-4和MPEG-7标准物体。该项目的目的是定义自我描述性视频编码的原理。为了建立它们,该文档是在五章中组成的,这些章节描述了用于开发视觉编码的各种设想技术: - 图像分割, - 视觉描述符的计算, - 感知分组的计算, - 视觉词典的构建, - 图片和视频编码。根据多分辨率计算的技术,建议开发由分段常规组件制成的图像分割,以计算框架上的属性和SO产生的形状的呈现,并独立于在图像平面中发生的几何变换,并将它们聚集到可感知的分组中,以使其识别部分隐藏模式。由于形状框架和渲染的矢量量化,似乎可以将简单的形状与视觉字母进行比较,然后使用此字母将复杂的形状变成编写的单词,并将其记录到字典中。在图片形状上应用的最近的邻居扫描的帮助下,自我描述的编码将生成一个用简单形状字母写作的单词制成的句子。

This fourth and last tome is focusing on describing the envisioned works for a project that has been presented in the preceding tome. It is about a new approach dedicated to the coding of still and moving pictures, trying to bridge the MPEG-4 and MPEG-7 standard bodies. The aim of this project is to define the principles of self-descriptive video coding. In order to establish them, the document is composed in five chapters that describe the various envisioned techniques for developing such a new approach in visual coding: - image segmentation, - computation of visual descriptors, - computation of perceptual groupings, - building of visual dictionaries, - picture and video coding. Based on the techniques of multiresolution computing, it is proposed to develop an image segmentation made from piecewise regular components, to compute attributes on the frame and the rendering of so produced shapes, independently to the geometric transforms that can occur in the image plane, and to gather them into perceptual groupings so as to be able in performing recognition of partially hidden patterns. Due to vector quantization of shapes frame and rendering, it will appear that simple shapes may be compared to a visual alphabet and that complex shapes then become words written using this alphabet and be recorded into a dictionary. With the help of a nearest neighbour scanning applied on the picture shapes, the self-descriptive coding will then generate a sentence made from words written using the simple shape alphabet.

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