Concepedia

Cross-modal Data Integration

Cross-Modal Data Integration is a computational framework that enables the joint analysis of distinct but related molecular omics layers—such as transcriptomic, epigenomic, and proteomic data—from the same single cells—by mapping and aligning complementary biological signals across modalities to infer coherent cellular states and regulatory interactions.

40

Publications

3.2K

Citations

184

Authors

107

Institutions

Publications per year

2017–2026

36

Parents

Publications

40

Multi-omics single-cell data integration and regulatory inference with graph-linked embedding

Zhi‐Jie Cao, Ge Gao · Nature Biotechnology · 2022 · 603 citations · Full text

, , +17

PointAugmenting: Cross-Modal Augmentation for 3D Object Detection

Chunwei Wang, Chao Ma, Ming Zhu et al. · 2021 · 449 citations

, , +16

DPANet: Depth Potentiality-Aware Gated Attention Network for RGB-D Salient Object Detection

IEEE Transactions on Image Processing · 2020 · 215 citations · Full text

, , +16

SpatialData: an open and universal data framework for spatial omics

Luca Marconato, Giovanni Palla, Kevin A. Yamauchi et al. · Nature Methods · 2024 · 186 citations · Full text

, , +16

MHTN: Modal-Adversarial Hybrid Transfer Network for Cross-Modal Retrieval

Xin Huang, Yuxin Peng, Mingkuan Yuan · IEEE Transactions on Cybernetics · 2018 · 125 citations

, , +13

1–5 of 40

Authors

184

  1. EH
    Elyas Heidari

    SIB Swiss Institute of Bioinformatics, Switzerland

    2 publications · 218 citations

    2

    h-index

  2. MT
    Marcella Toth

    Helmholtz Zentrum München, Germany

    2 publications · 218 citations

    2

    h-index

  3. OS
    Oliver Stegle

    European Bioinformatics Institute, United Kingdom

    2 publications · 218 citations

    2

    h-index

  4. HV
    Harald Vöhringer

    European Bioinformatics Institute, United Kingdom

    2 publications · 218 citations

    2

    h-index

  5. KA
    Kevin A. Yamauchi

    Chan Zuckerberg Initiative (United States), United States

    2 publications · 218 citations

    2

    h-index

1–5 of 184

Institutions

107

  1. Chinese Academy of Sciences

    Beijing, China

    4 h-index

    8 publications

    754 citations

  2. Technical University of Munich

    Munich, Germany

    3 h-index

    7 publications

    831 citations

  3. Zhejiang University

    Hangzhou, China

    3 h-index

    1 publications

    109 citations

  4. Sun Yat-sen University

    Guangzhou, China

    3 h-index

    5 publications

    205 citations

  5. European Molecular Biology Laboratory

    Heidelberg, Germany

    2 h-index

    12 publications

    1.5K citations

  6. German BioImaging – Gesellschaft für Mikroskopie und Bildanalyse

    Konstanz, Germany

    2 h-index

    2 publications

    218 citations

  7. Peng Cheng Laboratory

    Shenzhen, China

    2 h-index

    3 publications

    341 citations

  8. University of Science and Technology of China

    Hefei, China

    2 h-index

    7 publications

    218 citations

1–8 of 107

Venues

  1. Nature Communications

    2 publications · 189 citations

    3

    h-index

  2. Nature Biotechnology

    2 publications · 705 citations

    2

    h-index

  3. IEEE Transactions on Multimedia

    1 publications · 34 citations

    2

    h-index

  4. Genome biology

    2 publications · 92 citations

    2

    h-index

  5. Computers in Biology and Medicine

    2 publications · 131 citations

    2

    h-index

1–5