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 …

State space model for new-generation network alternative to transformers: A survey

X Wang, S Wang, Y Ding, Y Li, W Wu, Y Rong… - arXiv preprint arXiv …, 2024 - arxiv.org
In the post-deep learning era, the Transformer architecture has demonstrated its powerful
performance across pre-trained big models and various downstream tasks. However, the …