Research on Music Visualization Based on Graphic Images and Mathematical Statistics

Li, Wei; Li, Jiake

doi:10.1109/access.2020.2999106

Cited by 6 publications

(3 citation statements)

References 32 publications

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“…At present, the existing image enhancement technologies are mainly based on spatial domain and transform domain [8]. e former directly calculates the image gray level, and the main methods include direct gray level transformation, spatial filtering, and histogram processing [9].…”

Section: Introductionmentioning

confidence: 99%

An Improved Method Research on Graphics and Image Processing System

2022

Security and Communication Networks

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In the era of high-speed information, with the popularization of network and the rapid development of multimedia communication technology, human society has entered a key new stage of development. Human productivity and living style have been significantly altered as a result of social informatization. The field of computer image processing has also made significant strides recently. Photoshop has evolved into a must-have piece of software for those who work in computer graphics and image processing on a regular basis. It contributes to increased job productivity in the processing of computer visuals and photos because of its extensive functionality, user-friendliness, and humanization. Photoshop is a graphics and image processing technology programme that is very efficient. This software’s image processing function is quite strong, and it is capable of producing graphics and image processing of the highest quality. This technology is widely used in practical work. Professionals are required to operate skillfully and grasp the technology accurately. Photoshop is widely used in current graphics and image processing. While meeting the relevant processing requirements of users, it is also used in various occasions related to image processing.

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Section: Introductionmentioning

confidence: 99%

An Improved Method Research on Graphics and Image Processing System

2022

Security and Communication Networks

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“…• Music dynamics: Real-time animation generates based on the music data when it is playing. At the same time, the mapping elements are consistent with the feeling and emotion of the audiences [12] .…”

Section: Visual Elements Mappingmentioning

confidence: 54%

Interactive music visualization using processing

Zhang

2023

Sixth International Conference on Advanced Electronic Materials, Computers, and Software Engineering (AEMCSE 2023)

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The rapid development of information technology has advanced the progress of artistic creation. Interactive music visualization has been an important research issue in recent year, which can enhance the feeling and listening experience of the audiences without any musical knowledge. This work aims at implementing a real-time interactive music visualization approach based on Processing platform. Processing is an open source programming language and environment made for various purposes from scientific data visualization to art installations. This paper explains how to extract the music features like pitch, melody, genre to form specific visual mapping elements, such as shapes, colors and motions. Then, we have implemented the visualization by analyzing the time and frequency information of the digital music with the Processing sound libraries. The results indicate that the approach is generally successful and enriches listening experience of the audience.

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“…Besides, [30] found that using personalized visualizations helped students with different learning styles to understand chemistry concepts better. With the increasing use of artificial intelligence in education, there is potential for visualizations to be integrated with AI technologies to provide personalized learning experiences [31]. For example, visualizations could be used to help AI systems understand a student's learning style and adjust their approach accordingly.…”

Section: The Future Direction Of the Graphic Visualization Approach I...mentioning

confidence: 99%

Text Analytics: "Graphic Visualization in Education and a Scientometric Analysis Using R Tool to Explore the Impact and Trends in Classroom Learning."

Maran Chanthiran,

Abu Bakar Ibrahim,

Mohd Hishamuddin Abdul Rahman

et al. 2024

ARASET

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Text analytics can be applied in education to gain insights into student learning, teacher performance, and educational trends by analysing various forms of text-based data such as student essays, social media posts, and educational resources. While the need for teacher preparation and training is identified, specific solutions or effective strategies for equipping educators with the skills and knowledge to integrate graphic visualizations into their teaching practices might be underexplored. This Scientometrics study used PRISMA approach (Preferred Reporting Items for Systematic Review and Meta-Analysis) Using R tool. Scopus databases that were relevant to the research topic, and its standardized procedures ensured comprehensiveness and replicability. The study found 85 articles using the PRISMA approach from the Scopus database, with 98.82% being articles and 1.18% from conference proceedings. The number of articles published increased in 2022, with 33 articles, compared to 22 articles in 2020. The total number of cited papers was 70, with a total citation of 969. This indicates an increase in research related to graphic visualization in education due to technological advancements. The citation per cited paper was 119. Besides, the study identifies the top 10 countries that have conducted research in graphic visualization, with the United States leading with 19 studies followed by China with 12 and Spain with 8. The top three subject areas in the current research trends are Computer Science education with 78 publications, Engineering education with 33, and Social Science education with 14. Other fields related to language and linguistics are also being given special attention. These findings suggest that education systems and research in education are keeping up with global developments. There is potential for visualizations to be integrated with AI technologies to provide personalized learning experiences, while ensuring that visualizations are accessible to all students, including those with visual impairments. Studies have shown that using these approaches in education can enhance student learning and understanding of complex concepts.

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Research on Music Visualization Based on Graphic Images and Mathematical Statistics

Cited by 6 publications

References 32 publications

An Improved Method Research on Graphics and Image Processing System

An Improved Method Research on Graphics and Image Processing System

Interactive music visualization using processing

Text Analytics: "Graphic Visualization in Education and a Scientometric Analysis Using R Tool to Explore the Impact and Trends in Classroom Learning."

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