Multimodal Machine Learning: A Survey and Taxonomy

• Federated learning from molecules to processes: A perspective

  2026 Process Safety and Environmental Protection article Computer Science Privacy-Preserving Technologies in Data Open access

  0

  citations
• Unveiling Quasars in Gaia DR3: Multimodal Classification and Redshift Estimation of BP/RP Sources with Deep Learning

  2026 The Astrophysical Journal Supplement Series article Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access

  1

  citations
• Rheumatic Digital Twin: Proposed Machine Learning–Based Multimodal Framework to Inform Clinical Decision-Making

  2026 Journal of Medical Internet Research article Computer Science Machine Learning in Healthcare Open access

  0

  citations
• Machine learning for metrology in manufacturing

  2026 CIRP Annals article Engineering Advanced Measurement and Metrology Techniques Open access

  3

  citations
• Hybrid Data Pipeline Architecture for Non-Destructive Quality Prediction in Laser Brazing Using Image and Time Series Data

  2025 conference-paper Engineering Industrial Vision Systems and Defect Detection

  0

  citations
• Multimodal Late Fusion Model for Problem-Solving Strategy Classification in a Machine Learning Game

  2025 Lecture notes in computer science conference-paper Computer Science Online Learning and Analytics

  0

  citations
• Multimodal integration of longitudinal noninvasive diagnostics for survival prediction in immunotherapy using deep learning

  2025 Journal of the American Medical Informatics Association article Computer Science Machine Learning in Healthcare Open access

  12

  citations
• Towards an ‘Everything Corpus’: A Framework and Guidelines for the Curation of More Comprehensive Multimodal Music Data

  2025 Transactions of the International Society for Music Information Retrieval article Computer Science Music and Audio Processing Open access

  6

  citations
• Perspectives on Advancing Multimodal Learning in Environmental Science and Engineering Studies

  2024 Environmental Science & Technology article Computer Science Multimodal Machine Learning Applications

  30

  citations
• Integrated noninvasive diagnostics for prediction of survival in immunotherapy

  2024 Immuno-Oncology Technology article Medicine Radiomics and Machine Learning in Medical Imaging Open access

  3

  citations
• Identification of multicomponent LOFAR sources with multimodal deep learning

  2024 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Radio Astronomy Observations and Technology Open access

  3

  citations
• Integrating Information Theory and Adversarial Learning for Cross-modal Retrieval

  2021 arXiv (Cornell University) preprint Computer Science Multimodal Machine Learning Applications Open access

  0

  citations
• Integrating information theory and adversarial learning for cross-modal retrieval

  2021 Pattern Recognition article Computer Science Multimodal Machine Learning Applications Open access

  32

  citations
• Requirements towards optimizing analytics in industrial processes

  2021 Procedia Computer Science conference-paper Engineering Digital Transformation in Industry Open access

  5

  citations
• New Ideas and Trends in Deep Multimodal Content Understanding: A Review

  2020 Neurocomputing article Computer Science Multimodal Machine Learning Applications Open access cited by 2 patents

  44

  citations
• New Ideas and Trends in Deep Multimodal Content Understanding: A Review

  2020 arXiv (Cornell University) preprint Computer Science Multimodal Machine Learning Applications Open access

  3

  citations

16 results