Vision Mamba: A Comprehensive Survey and Taxonomy

arXiv:2405.04404v1 Announce Type: cross
Abstract: 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 fields, including control theory, signal processing, economics and machine learning. In the field of deep learning, state space models are used to process sequence data, such as time series analysis, natural language processing (NLP) and video understanding. By mapping sequence data to state space, long-term dependencies in the data …

arxiv cs.ai cs.cl cs.cv cs.lg mamba survey taxonomy type vision