Mathematical Foundations and Innovations in Advanced Image and Video Processing
A special issue of Mathematics (ISSN 2227-7390). This special issue belongs to the section "E1: Mathematics and Computer Science".
Deadline for manuscript submissions: 15 April 2026 | Viewed by 3
Special Issue Editor
Special Issue Information
Dear Colleagues,
Advanced Image and Video Processing (AIVP), synergized with Generative AI for Content Creation (AIGC), has emerged as a paradigm shift. AIGC, powered by deep learning (e.g., GANs, diffusion models), redefines content generation (e.g., text-to-image synthesis, video evolution) and mathematical theory.
We are pleased to invite you to contribute to our upcoming issue/focus on the intersection of mathematical theory and AIGC (Artificial Intelligence-Generated Content) media generation.
This Special Issue aims to encourage research that explores innovative techniques and theoretical frameworks at the intersection of mathematical theory and AIGC media generation. We are particularly interested in studies that bridge mathematical rigor with AIGC innovation—such as developing generative models rooted in differential geometry, optimization theory, or algebraic topology; or advancing mathematical tools to enhance content diversity, semantic coherence, and computational efficiency in media synthesis. Furthermore, we invite submissions that investigate the application of these mathematical-AIGC synergies in diverse domains, including artistic content creation, dynamic scene generation, multimodal data representation.
In this Special Issue, original research articles and reviews are welcome. Research areas may include (but not limited to) the following:
- Digital Image/Video Processing
- Information Theory
- Mathematical Modelling
- Probability Theory & Statistical Learning
- Linear Algebra & Tensor Analysis
I look forward to receiving your contributions.
Dr. Qiang Xu
Guest Editor
Manuscript Submission Information
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Keywords
- image processing
- video processing
- AIGC
- mathematical theory
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