Computation times#

100:17.587 total execution time for 8 files from auto_examples/unfolded:

Example

Time

Mem (MB)

Learned Primal-Dual algorithm for CT scan. (demo_learned_primal_dual.py)

88:36.690

0.0

DEAL denoising and reconstruction (demo_deal.py)

03:53.259

0.0

Deep Equilibrium (DEQ) algorithms for image deblurring (demo_DEQ.py)

03:18.014

0.0

Unfolded Chambolle-Pock for constrained image inpainting (demo_unfolded_constrained_LISTA.py)

01:12.662

0.0

Learned Iterative Soft-Thresholding Algorithm (LISTA) for compressed sensing (demo_LISTA.py)

01:10.723

0.0

Learned iterative custom prior (demo_custom_prior_unfolded.py)

00:48.354

0.0

Reducing the memory and computational complexity of unfolded network training (demo_unfolded_constant_memory.py)

00:44.888

0.0

Vanilla Unfolded algorithm for super-resolution (demo_vanilla_unfolded.py)

00:32.996

0.0