Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Experiment Video

Updated: May 27, 2026

Cross-Modal Multivariate Pattern Analysis
13:51

Cross-Modal Multivariate Pattern Analysis

Published on: November 9, 2011

How Far Are We from Generating Missing Modalities with Foundation Models?

Guanzhou Ke, Bo Wang, Guoqing Chao

    IEEE Transactions on Pattern Analysis and Machine Intelligence
    |May 25, 2026
    PubMed
    Summary
    This summary is machine-generated.

    Related Concept Videos

    Sensory Modalities01:15

    Sensory Modalities

    Sensation typically is the process by which the sensory receptors and sense organs detect stimuli from the internal and external environment and transmit this information to the central nervous system for processing.
    General senses refer to the broad category of sensory information detected by receptors in the body and can be further grouped into somatic and visceral senses. Somatic sensations include touch, pressure, temperature, and pain and are essential for navigating our environment and...

    You might also read

    Related Articles

    Articles linked to this work by shared authors, journal, and citation graph.

    Sort by
    Same author

    High mobility group box 1 (HMGB1) levels in the placenta and in serum in preeclampsia.

    American journal of reproductive immunology (New York, N.Y. : 1989)·2011
    Same author

    Destabilization of coxsackievirus b3 genome integrated with enhanced green fluorescent protein gene.

    Intervirology·2011
    Same author

    [Clinicopathological features of primary splenic histiocytic sarcoma: a case report and literature review].

    Zhonghua xue ye xue za zhi = Zhonghua xueyexue zazhi·2011
    Same author

    [Comparison of treatment with micro endoscopic discectomy and posterior lumbar interbody fusion using single and double B-Twin expandable spinal spacer].

    Zhonghua wai ke za zhi [Chinese journal of surgery]·2011
    Same author

    Virtual transplantation in designing a facial prosthesis for extensive maxillofacial defects that cross the facial midline using computer-assisted technology.

    The International journal of prosthodontics·2011
    Same author

    Total synthesis of phorboxazole A via de novo oxazole formation: convergent total synthesis.

    Journal of the American Chemical Society·2010
    Same journal

    Relation DETR+: Exploring Explicit Position Relation Prior for Dense Prediction.

    IEEE transactions on pattern analysis and machine intelligence·2026
    Same journal

    RBF++: Quantifying and Optimizing Reasoning Boundaries across Measurable and Unmeasurable Capabilities for Chain-of-Thought Reasoning.

    IEEE transactions on pattern analysis and machine intelligence·2026
    Same journal

    CAFE: Cross-View Adaptive Fusion and Cluster Center Enhancement for Robust Multi-View Clustering.

    IEEE transactions on pattern analysis and machine intelligence·2026
    Same journal

    DIVER: Reinforced Diffusion Breaks Imitation Bottlenecks in End-to-End Autonomous Driving.

    IEEE transactions on pattern analysis and machine intelligence·2026
    Same journal

    Ethics-Aware Safe Reinforcement Learning for Rare-Event Risk Control in Interactive Urban Driving.

    IEEE transactions on pattern analysis and machine intelligence·2026
    Same journal

    Learning Shape Anchors for Holistic Indoor Scene Understanding.

    IEEE transactions on pattern analysis and machine intelligence·2026
    See all related articles

    Multimodal foundation models struggle with reconstructing missing data. A new agentic framework improves semantic extraction and generation quality for more accurate multimodal AI.

    Area of Science:

    • Artificial Intelligence
    • Machine Learning
    • Computer Vision

    Background:

    • Multimodal foundation models show promise but are underexplored for missing data reconstruction.
    • Current models face challenges in semantic extraction and generation validation.

    Purpose of the Study:

    • To evaluate existing paradigms for missing modality reconstruction.
    • To propose a novel agentic framework to enhance reconstruction accuracy and adaptability.

    Main Methods:

    • Formalized three paradigms for missing modality reconstruction.
    • Evaluated 42 model variants on reconstruction accuracy and downstream task performance.
    • Developed an agentic framework with modality-aware mining and self-refinement mechanisms.

    Related Experiment Videos

    Last Updated: May 27, 2026

    Cross-Modal Multivariate Pattern Analysis
    13:51

    Cross-Modal Multivariate Pattern Analysis

    Published on: November 9, 2011

    Main Results:

    • Identified limitations in semantic extraction and validation in current foundation models.
    • The proposed agentic framework reduced FID for image reconstruction by >=14% and MER for text reconstruction by >=10%.
    • Demonstrated improved fine-grained semantic feature extraction and robust generation validation.

    Conclusions:

    • Current foundation models require enhancements for effective missing modality reconstruction.
    • The proposed agentic framework offers a promising solution for accurate and robust multimodal data generation.
    • Future work should explore further refinements of agentic approaches in multimodal AI.