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A Total Variation Regularization Based Super-Resolution Reconstruction Algorithm for Digital Video

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Figure 4: PSNR values versus the regularization parameter in the synthetic “Foreman” experiments: (a) the “motion only” case, (b) the“blurring” case, (c) the “noise” case, and (d) the “missing” case.
Figure 10: The unobservable pixels of frame 22 (a) and frame 25 (b) in the nonsynthetic “Foreman” experiment.
Figure 11: PSNR values versus the regularization parameter in the nonsynthetic “Foreman” experiments: (a) the “motion only” case, and(b) the “noise” case.
Figure 13: Experimental results in the nonsynthetic “noise” case. (a) LR frame, (b) Laplacian SR result withλ λ = 0.128, (c) TV SR result with = 2.048, (d) Laplacian SR result with λ = 2.048, and (e) TV SR result with λ = 4.096.
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