Diffusion Models Meet Remote Sensing: Principles, Methods, and Perspectives

Y Liu, J Yue, S Xia, P Ghamisi, W Xie… - arXiv preprint arXiv …, 2024 - arxiv.org
As a newly emerging advance in deep generative models, diffusion models have achieved
state-of-the-art results in many fields, including computer vision, natural language …

Multi-modal Modality-masked Diffusion Network for Brain MRI Synthesis with Random Modality Missing

X Meng, K Sun, J Xu, X He… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Synthesis of unavailable imaging modalities from available ones can generate modality-
specific complementary information and enable multi-modality based medical images …

Noise Level Adaptive Diffusion Model for Robust Reconstruction of Accelerated MRI

S Huang, G Luo, X Wang, Z Chen, Y Wang… - arXiv preprint arXiv …, 2024 - arxiv.org
In general, diffusion model-based MRI reconstruction methods incrementally remove
artificially added noise while imposing data consistency to reconstruct the underlying …