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author | Daniil Kazantsev <dkazanc@hotmail.com> | 2019-12-02 16:15:12 +0000 |
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committer | GitHub <noreply@github.com> | 2019-12-02 16:15:12 +0000 |
commit | 33ee243a2cb5704d7f961cad8ec2c45ebfe23df2 (patch) | |
tree | e2dfab4cb5f80c4532b6ea7ca5139536bc7a77ed /src/Python/ccpi | |
parent | db6f1ffb64879bde896211d51d3739451ccba029 (diff) | |
parent | 981445657f9e7041e3d954148146f21af61cf59f (diff) | |
download | regularization-33ee243a2cb5704d7f961cad8ec2c45ebfe23df2.tar.gz regularization-33ee243a2cb5704d7f961cad8ec2c45ebfe23df2.tar.bz2 regularization-33ee243a2cb5704d7f961cad8ec2c45ebfe23df2.tar.xz regularization-33ee243a2cb5704d7f961cad8ec2c45ebfe23df2.zip |
Merge pull request #137 from vais-ral/pdtv
Adds primal-dual TV version for CPU/GPU
Diffstat (limited to 'src/Python/ccpi')
-rw-r--r-- | src/Python/ccpi/filters/regularisers.py | 32 |
1 files changed, 29 insertions, 3 deletions
diff --git a/src/Python/ccpi/filters/regularisers.py b/src/Python/ccpi/filters/regularisers.py index 0b5b2ee..5f4001a 100644 --- a/src/Python/ccpi/filters/regularisers.py +++ b/src/Python/ccpi/filters/regularisers.py @@ -2,9 +2,9 @@ script which assigns a proper device core function based on a flag ('cpu' or 'gpu') """ -from ccpi.filters.cpu_regularisers import TV_ROF_CPU, TV_FGP_CPU, TV_SB_CPU, dTV_FGP_CPU, TNV_CPU, NDF_CPU, Diff4th_CPU, TGV_CPU, LLT_ROF_CPU, PATCHSEL_CPU, NLTV_CPU +from ccpi.filters.cpu_regularisers import TV_ROF_CPU, TV_FGP_CPU, TV_PD_CPU, TV_SB_CPU, dTV_FGP_CPU, TNV_CPU, NDF_CPU, Diff4th_CPU, TGV_CPU, LLT_ROF_CPU, PATCHSEL_CPU, NLTV_CPU try: - from ccpi.filters.gpu_regularisers import TV_ROF_GPU, TV_FGP_GPU, TV_SB_GPU, dTV_FGP_GPU, NDF_GPU, Diff4th_GPU, TGV_GPU, LLT_ROF_GPU, PATCHSEL_GPU + from ccpi.filters.gpu_regularisers import TV_ROF_GPU, TV_FGP_GPU, TV_PD_GPU, TV_SB_GPU, dTV_FGP_GPU, NDF_GPU, Diff4th_GPU, TGV_GPU, LLT_ROF_GPU, PATCHSEL_GPU gpu_enabled = True except ImportError: gpu_enabled = False @@ -51,6 +51,33 @@ def FGP_TV(inputData, regularisation_parameter,iterations, raise ValueError ('GPU is not available') raise ValueError('Unknown device {0}. Expecting gpu or cpu'\ .format(device)) + +def PD_TV(inputData, regularisation_parameter, iterations, + tolerance_param, methodTV, nonneg, lipschitz_const, tau, device='cpu'): + if device == 'cpu': + return TV_PD_CPU(inputData, + regularisation_parameter, + iterations, + tolerance_param, + methodTV, + nonneg, + lipschitz_const, + tau) + elif device == 'gpu' and gpu_enabled: + return TV_PD_GPU(inputData, + regularisation_parameter, + iterations, + tolerance_param, + methodTV, + nonneg, + lipschitz_const, + tau) + else: + if not gpu_enabled and device == 'gpu': + raise ValueError ('GPU is not available') + raise ValueError('Unknown device {0}. Expecting gpu or cpu'\ + .format(device)) + def SB_TV(inputData, regularisation_parameter, iterations, tolerance_param, methodTV, device='cpu'): if device == 'cpu': @@ -212,4 +239,3 @@ def NDF_INP(inputData, maskData, regularisation_parameter, edge_parameter, itera def NVM_INP(inputData, maskData, SW_increment, iterations): return NVM_INPAINT_CPU(inputData, maskData, SW_increment, iterations) - |