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TMF-RSE: Tri-Modal Fusion with Regional Semantics and Evidential Uncertainty for Lung Severity Scoring

Accurate quantification of lung disease severity from chest imaging is critical for clinical decision-making and resource allocation. We propose a tri-modal deep learning framework, TMF-RSE (Tri-Modal Fusion with Regional Semantics and Evidential Uncertainty), that combines appearance features from two-dimensional chest inputs, structural features from lung segmentation masks, and semantic features from vision-language models (VLMs) for severity quantification. Our approach employs complementary fusion mechanisms that integrate semantic guidance, structural priors, and hierarchical interaction

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  • PossiblePossibly related (embedding) · 45%mlmed/torchxrayvision
  • LinkedLinked via arxiv author · 85%Fadi Abdeladhim Zidi

    TMF-RSE: Tri-Modal Fusion with Regional Semantics and Evidential Uncertainty for Lung Severity Scoring

  • LinkedLinked via arxiv author · 85%Salah Eddine Bekhouche

    TMF-RSE: Tri-Modal Fusion with Regional Semantics and Evidential Uncertainty for Lung Severity Scoring

  • LinkedLinked via arxiv author · 85%Abdellah Zakaria Sellam

    TMF-RSE: Tri-Modal Fusion with Regional Semantics and Evidential Uncertainty for Lung Severity Scoring

  • LinkedLinked via arxiv author · 85%Gaby Maroun

    TMF-RSE: Tri-Modal Fusion with Regional Semantics and Evidential Uncertainty for Lung Severity Scoring

  • LinkedLinked via arxiv author · 85%Fadi Dornaika

    TMF-RSE: Tri-Modal Fusion with Regional Semantics and Evidential Uncertainty for Lung Severity Scoring

  • LinkedLinked via arxiv author · 85%Cosimo Distante

    TMF-RSE: Tri-Modal Fusion with Regional Semantics and Evidential Uncertainty for Lung Severity Scoring

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