Research Article
Use MOOC to learn image denoising techniques
@ARTICLE{10.4108/eetel.4396, author={Ting Zhao}, title={Use MOOC to learn image denoising techniques}, journal={EAI Endorsed Transactions on e-Learning}, volume={9}, number={1}, publisher={EAI}, journal_a={EL}, year={2023}, month={11}, keywords={MOOC, Image denoising, E-learning, Filtering Methods, Wavelet Transform, Deep Learning Approaches, Non-local Means Denoising}, doi={10.4108/eetel.4396} }
- Ting Zhao
Year: 2023
Use MOOC to learn image denoising techniques
EL
EAI
DOI: 10.4108/eetel.4396
Abstract
This article focuses on using MOOCs to learn image denoising techniques. It begins with an introduction to the concept of MOOCs - these innovative online learning platforms that offer a wide range of courses across disciplines, providing convenient and affordable learning opportunities for a global audience. It then explains the characteristics of MOOC's wide coverage, high flexibility, and different from traditional education models. It then introduces the advantages of MOOCs: accessibility and inclusiveness (open to anyone with an Internet connection), cost-effectiveness (a cost-effective alternative, many courses available for free), flexibility and self-paced learning (the ability to learn at your own pace), a diverse curriculum and global expertise. Then the concept of image denoising is introduced - image denoising is a basic process of digital image processing, and the common denoising methods are described: filter method and the applicable range of various filters, the advantages and disadvantages of wavelet change, the advantages of deep learning method and the principle of non-local mean denoising technology. It then describes how MOOCs can help learn image denoising: integrating course content, getting expert guidance, hands-on exercises and projects, and community and peer communication. In addition, it introduces the challenges encountered by MOOCs: high dropout rate, quality and credibility of MOOCs, lack of interaction and humanization in traditional classrooms, accessibility. The relationship between E-learning and MOOC is also introduced – E-learning and MOOC play complementary roles in modern education. MOOC provide a structured, flexible, cost-effective environment and a transformative educational experience for learning about biological image denoising.
Copyright © 2023 T. Zhao et al., licensed to EAI. This is an open access article distributed under the terms of the CC BY-NC-SA 4.0, which permits copying, redistributing, remixing, transformation, and building upon the material in any medium so long as the original work is properly cited.