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PitVQA++: Vector Matrix-Low-Rank Adaptation for Open-Ended Visual Question Answering in Pituitary Surgery.

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Bibliographic Details
Title: PitVQA++: Vector Matrix-Low-Rank Adaptation for Open-Ended Visual Question Answering in Pituitary Surgery.
Authors: He R, Khan DZ, Mazomenos EB, Marcus HJ, Stoyanov D, Clarkson MJ, Hoque MI
Source: IEEE transactions on medical imaging [IEEE Trans Med Imaging] 2026 Apr 06; Vol. PP. Date of Electronic Publication: 2026 Apr 06.
Publication Type: Journal Article
Journal Info: Publisher: Institute of Electrical and Electronics Engineers Country of Publication: United States NLM ID: 8310780 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1558-254X (Electronic) Linking ISSN: 02780062 NLM ISO Abbreviation: IEEE Trans Med Imaging Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: PitVQA++: Vector Matrix-Low-Rank Adaptation for Open-Ended Visual Question Answering in Pituitary Surgery.
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  Data: <searchLink fieldCode="JN" term="%228310780%22">IEEE transactions on medical imaging</searchLink> [IEEE Trans Med Imaging] 2026 Apr 06; Vol. PP. <i>Date of Electronic Publication: </i>2026 Apr 06.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Institute+of+Electrical+and+Electronics+Engineers%22">Institute of Electrical and Electronics Engineers </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>8310780 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1558-254X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2202780062%22">02780062 </searchLink><i>NLM ISO Abbreviation: </i>IEEE Trans Med Imaging <i>Subsets: </i>MEDLINE
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      – Type: doi
        Value: 10.1109/TMI.2026.3681175
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      – Code: eng
        Text: English
    Titles:
      – TitleFull: PitVQA++: Vector Matrix-Low-Rank Adaptation for Open-Ended Visual Question Answering in Pituitary Surgery.
        Type: main
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            NameFull: He R
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            NameFull: Khan DZ
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            NameFull: Mazomenos EB
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            NameFull: Marcus HJ
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            NameFull: Stoyanov D
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            NameFull: Clarkson MJ
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            NameFull: Hoque MI
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            – D: 06
              M: 04
              Text: 2026 Apr 06
              Type: published
              Y: 2026
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