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. Author manuscript; available in PMC: 2024 Mar 6.
Published in final edited form as: IEEE Trans Comput Imaging. 2023 Mar 6;9:260–275. doi: 10.1109/tci.2023.3252268

Fig. 1.

Fig. 1.

Figure (a) shows fixed-point iterative rule of the proposed MOL algorithm from (14) and (b) shows the architecture of the five-layer CNN 𝓗θ() used in the experiments. When α=1, the approach reduces to the MoDL [16], which was originally introduced for unrolled optimization, or RED [8], which was introduced for PnP models. Our analysis shows that using α=1 in the DEQ setting requires highly constrained networks for convergence, which translates to poor performance.