ChartKG:基于图表图像的知识图表表示
IEEE transactions on visualization and computer graphics
|October 9, 2024
概括
本研究介绍了ChartKG,这是图形图像的新知识图表 (KG) 表示. ChartKG捕捉了视觉元素和语义关系,改进了图表知识挖掘和下游应用.
科学领域:
- 计算机科学 计算机科学
- 数据可视化 数据可视化
- 人工智能的人工智能
背景情况:
- 图表图像越来越普遍,需要先进的知识挖掘技术.
- 当前的方法往往会丢失信息,因为它们只专注于原始数据的提取.
- 图表中的视觉编码和语义含义经常被忽视.
研究的目的:
- 提出 ChartKG,一个新的知识图 (KG) 对图形图像的表示.
- 开发一个用于将图表图像转换成基于KG的表示的框架.
- 通过更丰富的图表理解来增强下游任务,如图表检索和问题答案.
主要方法:
- 使用卷积神经网络 (CNN) 来进行图表分类.
- 雇员YOLOv5和光学字符识别 (OCR) 用于图表分析.
- 实施基于规则的方法,从图表元素构建知识图.
主要成果:
- 展示了 ChartKG 模拟图表中的视觉元素和语义关系的能力.
- 展示了语义意识图表检索和图表问题答案的好处.
- 在图表到KG框架中验证了对象识别和OCR组件的有效性.
结论:
- ChartKG为图形图像中的视觉元素和语义关系提供了统一的表示.
- 拟议的框架有效地将图表图像转换为基于KG的格式.
- ChartKG显著提高了下游图表相关应用程序的性能.
相关概念视频
Graphical and Analytic Representation of Sinusoids
376
Analyzing two sinusoidal voltages with equal amplitude and period but different phases on an oscilloscope, an instrument used to display and analyze waveforms, involves a three-step process.
The first step is measuring the peak-to-peak value, which is twice the amplitude of the sinusoid. This provides information about the maximum voltage swing of the waveform.
Secondly, the period and angular frequency are determined. The period is the time taken for one complete cycle of the waveform, while...
The first step is measuring the peak-to-peak value, which is twice the amplitude of the sinusoid. This provides information about the maximum voltage swing of the waveform.
Secondly, the period and angular frequency are determined. The period is the time taken for one complete cycle of the waveform, while...
376
Bar Graph
16.0K
A bar graph is also called a bar chart and consists of bars that are separated from each other. It either uses horizontal or vertical bars to show comparisons among categories. The bars can be rectangles, or they can be rectangular boxes (used in three-dimensional plots). One axis of the graph represents the specific categories being compared, and the other axis shows a discrete value. In this graph, the length of the bar for each category is proportional to the number or percent of individuals...
16.0K
Vector Algebra: Graphical Method
11.9K
Vectors can be multiplied by scalars, added to other vectors, or subtracted from other vectors. The vector sum of two (or more) vectors is called the resultant vector or, for short, the resultant.
We use the laws of geometry to construct resultant vectors, followed by trigonometry to find vector magnitudes and directions. For a geometric construction of the sum of two vectors in a plane, we follow the parallelogram rule. Suppose two vectors are at arbitrary positions. Translate either one of...
We use the laws of geometry to construct resultant vectors, followed by trigonometry to find vector magnitudes and directions. For a geometric construction of the sum of two vectors in a plane, we follow the parallelogram rule. Suppose two vectors are at arbitrary positions. Translate either one of...
11.9K
pV-Diagrams
4.0K
The pV diagram, which is a graph of pressure versus volume of the gas under study, is helpful in describing certain aspects of the substance. When the substance behaves like an ideal gas, the ideal gas equation describes the relationship between its pressure and volume. On a pV diagram, it is common to plot an isotherm, which is a curve showing p as a function of V with the number of molecules and the temperature fixed. Then, for an ideal gas, the product of the pressure of the gas and its...
4.0K
Pareto Chart
6.7K
A Pareto chart is a bar graph or a combination of both line and bar graphs. The bar lengths represent the individual values or the frequency, while the lines represent the cumulative total values. In this chart, the longest bars are arranged on the left and the shortest bars on the right, which makes it easier to read and interpret the data. It can also be called a Pareto diagram or Pareto analysis.
The Pareto chart is named after the Italian economist Vilfredo Pareto, who described the Pareto...
The Pareto chart is named after the Italian economist Vilfredo Pareto, who described the Pareto...
6.7K
Histogram
12.7K
The histogram is a graphical representation in the x-y form of data distribution in a data set. The horizontal x-axis is labeled with what the data represents (for instance, distance from your home to school). The vertical y-axis is labeled either frequency or relative frequency (or percent frequency or probability).
A histogram graph consists of contiguous (adjoining) boxes. The heights of the bars correspond to frequency values. The graph will have the same shape with respective labels. The...
A histogram graph consists of contiguous (adjoining) boxes. The heights of the bars correspond to frequency values. The graph will have the same shape with respective labels. The...
12.7K


