Multimodal Classification

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23 papers in the last four weeks, up 360% on the four weeks before. 0.2% of all new papers.

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  1. Detecting Alarming Student Verbal Responses using Text and Audio Classifier

    Apr 17, 2026Christopher Ormerod, Gitit KehatMultimodal ClassificationAffective Computing

  2. Joint-Centric Dual Contrastive Alignment with Structure-Preserving and Information-Balanced Regularization

    Apr 17, 2026Habibeh Naderi, Behrouz Haji Soleimani, Stan MatwinCross-Modal LearningModality Imbalance

    Dalhousie University, Halifax NS, Canada

  3. A Multimodal and Explainable Machine Learning Approach to Diagnosing Multi-Class Ejection Fraction from Electrocardiograms

    Apr 17, 2026Catherine Ning, Yu Ma, Cindy Beini Wang +4Left Ventricular Ejection Fraction EstimationMultimodal Classification

    Operations Research Center, Massachusetts Institute of Technology, Cambridge, MA, USA · Wisconsin School of Business, University of Wisconsin–Madison, Madison, WI, USA · Heart and Vascular Institute, Hartford Hospital, Hartford, CT, USA

  4. From Content to Audience: A Multimodal Annotation Framework for Broadcast Television Analytics

    Mar 24, 2026Paolo Cupini, Francesco PierriLLM-Assisted AnnotationMultimodal Large Language Models

    Politecnico di Milano

  5. DamageArbiter: A Multimodal Arbitration Framework for Disaster Damage Assessment from Street-View Imagery

    Mar 16, 2026Yifan Yang, Lei Zou, Wenjing Gong +6Disaster Damage AssessmentMultimodal Classification

    Department of Geography, Texas A&M University, College Station, USA · Department of Landscape Architecture & Urban Planning, Texas A&M University, College Station, USA · Department of Industrial and Systems Engineering, University of Florida, Gainesville, USA +2

  6. Theoretical Refinement of CLIP by Utilizing Linear Structure of Optimal Similarity

    Oct 17, 2025Naoki Yoshida, Satoshi Hayakawa, Yuhta Takida +3Cross-Modal LearningKernel Mean Embeddings

    The University of Tokyo · Sony Group Corporation · Sony AI

  7. MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation

    Sep 30, 2025Md Zubair, Hao Zheng, Grayson W. Armstrong +4Algorithmic FairnessMultimodal Classification

    School of Computing and Informatics, University of Louisiana at Lafayette, Lafayette, LA, USA · Massachusetts Eye and Ear, Harvard Medical School, Boston, MA, USA · Louisiana Center for Health Innovation and College of Nursing & Health Sciences, University of Louisiana at Lafayette, Lafayette, LA, USA +2

  8. Scaling to Multimodal and Multichannel Heart Sound Classification with Synthetic and Augmented Biosignals

    Sep 15, 2025Milan Marocchi, Matthew Fynn, Kayapanda Mandana +1Synthetic Data AugmentationMultimodal Classification

    School of Electrical Engineering, Computing, and Mathematical Sciences (EECMS), Faculty of Science and Engineering, Curtin University, Bentley, WA 6102, Australia · Department of Cardiology, Fortis Healthcare, Kolkata, 7007107, West Bengal, India

  9. Integrated Multivariate Segmentation Tree for Heterogeneous Credit Data Analysis in Small- and Medium-Sized Enterprises

    Aug 30, 2025Lu Han, Xiuying WangFinancial ServicesInterpretable ML

    School of Management Science and Engineering, Central University of Finance and Economics, Beijing 100081, China · School of Computer Science, University of Sydney, NSW 2006, Australia

  10. VGGSounder: Audio-Visual Evaluations for Foundation Models

    Aug 11, 2025Daniil Zverev, Thaddäus Wiedemer, Ameya Prabhu +3Audio-Visual UnderstandingMultimodal Classification

    Technical University of Munich, MCML · University of Tübingen · Tübingen AI Center +1

  11. Disentangling Bias by Modeling Intra- and Inter-modal Causal Attention for Multimodal Sentiment Analysis

    Aug 7, 2025Menghua Jiang, Yuxia Lin, Baoliang Chen +3Multimodal RobustnessSentiment Analysis

    School of Computer Science, South China Normal University, Guangzhou, China, 510631 · School of Electronics and Information Technology, Sun Yat-sen University, Guangzhou, China, 510275

  12. Batch Augmentation with Unimodal Fine-tuning for Multimodal Fusion of Large Language Models

    May 10, 2025H M Dipu Kabir, Subrota Kumar Mondal, Mohammad Ali MoniMultimodal FusionMultimodal Classification

    AI and Cyber Futures Institute, Charles Sturt University, Australia · Rural Health Research Institute, Charles Sturt University, Australia · School of Computer Science and Engineering, Macau University of Science and Technology, Macao

  13. GestaltMML: Enhancing Rare Genetic Disease Diagnosis through Multimodal Machine Learning Combining Facial Images and Clinical Text

    Dec 23, 2023Da Wu, Zhanliang Wang, Hongzhuo Chen +12Rare Disease DiagnosisMultimodal Classification

    Raymond G. Perelman Center for Cellular and Molecular Therapeutics, Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA · Department of Mathematics, University of Pennsylvania, Philadelphia, PA 19104, USA · Department of Biomedical Informatics, Columbia University Irving Medical Center, New York, NY 10032, USA +8

  14. Early Intervention for VFM-based Multimodal Medical Image Classification

    Date pendingQijie Wei, Hailan Lin, Xirong LiCross-Modal Representation LearningVision Foundation Model Adaptation

    Renmin University of China, Beijing 100872, China