Special Issue on Multimodal Learning

ISSN: 0920-5691 (Print) 1573-1405 (Online)

In this topical collection (17 articles)

  1. OriginalPaper

    Relative Norm Alignment for Tackling Domain Shift in Deep Multi-modal Classification

    Mirco Planamente, Chiara Plizzari… Pages 1-21
    Download PDF (2468KB) View Article

  2. OriginalPaper

    Unsupervised Point Cloud Representation Learning by Clustering and Neural Rendering

    Guofeng Mei, Cristiano Saltori, Elisa Ricci… Pages 1-19
    Download PDF (2824KB) View Article

  3. No Access

    OriginalPaper

    I2DFormer+: Learning Image to Document Summary Attention for Zero-Shot Image Classification

    Muhammad Ferjad Naeem, Yongqin Xian… Pages 1-17

  4. OriginalPaper

    S \(^{2}\) P \(^{3}\) : Self-Supervised Polarimetric Pose Prediction

    Patrick Ruhkamp, Daoyi Gao, Nassir Navab… Pages 1-18
    Download PDF (5553KB) View Article

  5. No Access

    OriginalPaper

    Cross-Modal Fusion and Progressive Decoding Network for RGB-D Salient Object Detection

    Xihang Hu, Fuming Sun, Jing Sun, Fasheng Wang… Pages 1-19

  6. OriginalPaper

    Multimodal Machine Learning in Image-Based and Clinical Biomedicine: Survey and Prospects

    Elisa Warner, Joonsang Lee, William Hsu… Pages 1-17
    Download PDF (2359KB) View Article

  7. No Access

    OriginalPaper

    UniMod1K: Towards a More Universal Large-Scale Dataset and Benchmark for Multi-modal Learning

    Xue-Feng Zhu, Tianyang Xu, Zongtao Liu… Pages 1-16

  8. No Access

    OriginalPaper

    Robust Heterogeneous Model Fitting for Multi-source Image Correspondences

    Shuyuan Lin, Feiran Huang, Taotao Lai… Pages 1-22

  9. No Access

    OriginalPaper

    Integrated Heterogeneous Graph Attention Network for Incomplete Multi-modal Clustering

    Yu Wang, Xinjie Yao, Pengfei Zhu, Weihao Li… Pages 1-20

  10. No Access

    OriginalPaper

    Estimation of Near-Instance-Level Attribute Bottleneck for Zero-Shot Learning

    Chenyi Jiang, Yuming Shen, Dubing Chen… Pages 1-27

  11. No Access

    OriginalPaper

    Vision-Language Alignment Learning Under Affinity and Divergence Principles for Few-Shot Out-of-Distribution Generalization

    Lin Zhu, Weihan Yin, Yiyao Yang, Fan Wu… Pages 1-33

  12. OriginalPaper

    Learning by Asking Questions for Knowledge-Based Novel Object Recognition

    Kohei Uehara, Tatsuya Harada Pages 1-20
    Download PDF (3437KB) View Article

  13. No Access

    OriginalPaper

    MutualFormer: Multi-modal Representation Learning via Cross-Diffusion Attention

    Xixi Wang, Xiao Wang, Bo Jiang, Jin Tang… Pages 1-22

  14. No Access

    OriginalPaper

    A General Paradigm with Detail-Preserving Conditional Invertible Network for Image Fusion

    Wu Wang, Liang-Jian Deng, Ran Ran… Pages 1029-1054

  15. No Access

    OriginalPaper

    Diagram Perception Networks for Textbook Question Answering via Joint Optimization

    Jie Ma, Jun Liu, Qi Chai, Pinghui Wang… Pages 1578-1591

  16. No Access

    OriginalPaper

    Generating More Pertinent Captions by Leveraging Semantics and Style on Multi-Source Datasets

    Marcella Cornia, Lorenzo Baraldi… Pages 1701-1720

  17. No Access

    OriginalPaper

    STP-SOM: Scale-Transfer Learning for Pansharpening via Estimating Spectral Observation Model

    Hao Zhang, Jiayi Ma Pages 3226-3251