IEEE transactions on pattern analysis and machine intelligence
Unified Cross-Modal Medical Image Synthesis With Hierarchical Mixture of Product-of-Experts.
Reuben Dorent, Nazim Haouchine, Alexandra Golby, Sarah Frisken, Tina Kapur, William Wells
Published: 202610.1109/TPAMI.2025.3616632
Abstract
We propose a deep mixture of multimodal hierarchical variational auto-encoders called MMHVAE that synthesizes missing images from observed images in different modalities. MMHVAE's design focuses on tackling four challenges: (i) creating a complex lat…
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