Q-Mamba: On First Exploration of Vision Mamba for Image Quality Assessment

arXiv:2406.09546v1 Announce Type: new
Abstract: In this work, we take the first exploration of the recently popular foundation model, i.e., State Space Model/Mamba, in image quality assessment, aiming at observing and excavating the perception potential in vision Mamba. A series of works on Mamba has shown its significant potential in various fields, e.g., segmentation and classification. However, the perception capability of Mamba has been under-explored. Consequently, we propose Q-Mamba by revisiting and adapting the Mamba model for three crucial IQA …

abstract arxiv assessment cs.cv eess.iv exploration foundation foundation model image mamba perception popular potential quality series space state state space model type vision work