A survey on vision mamba: Models, applications and challenges

R Xu, S Yang, Y Wang, B Du, H Chen - arXiv preprint arXiv:2404.18861, 2024 - arxiv.org
Mamba, a recent selective structured state space model, performs excellently on long
sequence modeling tasks. Mamba mitigates the modeling constraints of convolutional …

Vision mamba: A comprehensive survey and taxonomy

X Liu, C Zhang, L Zhang - arXiv preprint arXiv:2405.04404, 2024 - arxiv.org
State Space Model (SSM) is a mathematical model used to describe and analyze the
behavior of dynamic systems. This model has witnessed numerous applications in several …

A Survey of Mamba

H Qu, L Ning, R An, W Fan, T Derr, X Xu… - arXiv preprint arXiv …, 2024 - arxiv.org
Deep learning, as a vital technique, has sparked a notable revolution in artificial intelligence.
As the most representative architecture, Transformers have empowered numerous …

MMIF-INet: Multimodal medical image fusion by invertible network

D He, W Li, G Wang, Y Huang, S Liu - Information Fusion, 2024 - Elsevier
Multimodal medical image fusion (MMIF) technology aims to generate fused images that
comprehensively reflect the information of tissues, organs, and metabolism, thereby …

Spatial spectral interaction super-resolution CNN-Mamba network for fusion of satellite hyperspectral and multispectral image

G Zhao, H Wu, D Luo, X Ou… - IEEE Journal of Selected …, 2024 - ieeexplore.ieee.org
The trade-off between spatial and spectral resolution in sensor design is inevitable, and
spatial spectral fusion aims to use Low spatial Resolution (LR) HyperSpectral Image (HSI) …

Dynamic Convolution Neural Networks with Both Global and Local Attention for Image Classification

C Zheng, Y Li, J Li, N Li, P Fan, J Sun, P Liu - Mathematics, 2024 - mdpi.com
Convolution is a crucial component of convolution neural networks (CNNs). However, the
standard static convolution has two primary defects: data independence and the weak ability …

Soft Masked Mamba Diffusion Model for CT to MRI Conversion

Z Wang, L Zhang, L Wang, Z Zhang - arXiv preprint arXiv:2406.15910, 2024 - arxiv.org
Magnetic Resonance Imaging (MRI) and Computed Tomography (CT) are the predominant
modalities utilized in the field of medical imaging. Although MRI capture the complexity of …