Semantic hyperspectral image synthesis for cross-modality knowledge transfer in surgical data science

As our method is capable of augmenting HSI datasets in a manner agnostic to the modality of the leveraged data, it could serve as a blueprint for addressing the data bottleneck encountered for novel imaging modalities.

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Publication Details

Journal
International Journal of Computer Assisted Radiology and Surgery
Published
2025-04-24
DOI
https://doi.org/10.1007/s11548-025-03364-7
Citations
1
Primary Topic
AI in cancer detection
Type
article
Field-Weighted Citation Impact
2.48

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article

Semantic hyperspectral image synthesis for cross-modality knowledge transfer in surgical data science

Leonardo Ayala, Lena Maier‐Hein, Berkin Özdemir, Evangelia Christodoulou et al.
1 citations
International Journal of Computer Assisted Radiology and Surgery
AI in cancer detection
2.48
article

Semantic hyperspectral image synthesis for cross-modality knowledge transfer in surgical data science

Leonardo Ayala, Lena Maier‐Hein, Berkin Özdemir, Evangelia Christodoulou, Silvia Seidlitz, Marco Hübner, Maike Rees, Alexander Studier‐Fischer, Jan Sellner, Felix Nickel, Ahmad Bin Qasim, Viet Tran Ba
article en
1 citations

Abstract

As our method is capable of augmenting HSI datasets in a manner agnostic to the modality of the leveraged data, it could serve as a blueprint for addressing the data bottleneck encountered for novel imaging modalities.

International Journal of Computer Assisted Radiology and SurgeryVol. 20(6)
Universität Hamburg (DE), German Cancer Research Center (DE), Heidelberg University (DE), University Hospital Heidelberg (DE), University Medical Center Hamburg-Eppendorf (DE), National Center for Tumor Diseases (DE), University Medical Centre Mannheim (DE)
H2020 European Research Council
Reduced inequalities, Peace, Justice and strong institutions
Openalex Percentile: Top 11%
AI in cancer detection
2.48
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Semantic hyperspectral image synthesis for cross-modality knowledge transfer in surgical data science — Leonardo Ayala, Lena Maier‐Hein, et al. · International Journal of Computer Assisted Radiology and Surgery (2025) | TGRS Research Map | TGRS