“…Various remedies have been proposed to address high spatio-temporal resolution of fMRI such as development of high magnetic field scanner [4,5,6,7], coil sensitivity improvement inside fMRI scanner [8], advancements in pulse sequences [9,10], usage of parallel imaging [11,12], and compressed sensing (CS) based fMRI reconstruction from fewer k-space (spatial Fourier domain) measurements [13,14,15,16,17,18,19,20,21,22]. In this paper, we address the problem of accelerated fMRI reconstruction without the loss of BOLD sensitivity in the CS framework.…”