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Applied Multimodal AI: Methods and Applications Across Domains

A special issue of Applied Sciences (ISSN 2076-3417). This special issue belongs to the section "Computing and Artificial Intelligence".

Deadline for manuscript submissions: 20 July 2026

Special Issue Editors

Sea-NExT Joint Lab, National University of Singapore, Singapore 119077, Singapore
Interests: large model safety; image/video generation and editing

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Guest Editor
Department of Computer Science and Engineering, University of North Texas, Denton, TX 76203, USA
Interests: medical image and video analysis
Special Issues, Collections and Topics in MDPI journals

Special Issue Information

Dear Colleagues,

This Special Issue highlights practical advances in multimodal AI—systems that jointly reason over text, images, audio, video, time-series, and structured data to solve real-world problems across domains. We welcome application-driven studies that demonstrate measurable impacts in healthcare (medical imaging + EHR text), robotics and embodied AI (vision–language–action), autonomous driving (camera–LiDAR–map fusion), education and accessibility (speech–vision for assistive tools), and creative industries (audio-visual understanding).

Submissions may cover fusion architectures (early/intermediate/late), cross-modal alignment and grounding, retrieval-augmented multimodal reasoning, controllability and tool use, and on-device or streaming inference under resource constraints. We particularly encourage works that address robustness to domain shift, privacy and security, fairness across languages and geographies, and human-in-the-loop evaluation. Contributions can include original research, systems papers, datasets/benchmarks, comprehensive evaluations, and application case studies with open resources. The goal is to provide a clear picture of how multimodal methods translate from algorithms to dependable products, establishing best practices for data curation, fusion design, deployment, and rigorous, task-relevant metrics.

Dr. Fei Shen
Dr. JungHwan Oh
Guest Editors

Manuscript Submission Information

Manuscripts should be submitted online at www.mdpi.com by registering and logging in to this website. Once you are registered, click here to go to the submission form. Manuscripts can be submitted until the deadline. All submissions that pass pre-check are peer-reviewed. Accepted papers will be published continuously in the journal (as soon as accepted) and will be listed together on the special issue website. Research articles, review articles as well as short communications are invited. For planned papers, a title and short abstract (about 100 words) can be sent to the Editorial Office for announcement on this website.

Submitted manuscripts should not have been published previously, nor be under consideration for publication elsewhere (except conference proceedings papers). All manuscripts are thoroughly refereed through a single-blind peer-review process. A guide for authors and other relevant information for submission of manuscripts is available on the Instructions for Authors page. Applied Sciences is an international peer-reviewed open access semimonthly journal published by MDPI.

Please visit the Instructions for Authors page before submitting a manuscript. The Article Processing Charge (APC) for publication in this open access journal is 2400 CHF (Swiss Francs). Submitted papers should be well formatted and use good English. Authors may use MDPI's English editing service prior to publication or during author revisions.

Keywords

  • large model safety
  • image/video generation and editing
  • medical image and video analysis

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Published Papers

This special issue is now open for submission.
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