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add FFDNet for CBSD68 Gaussian Denoising #25

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add FFDNet for CBSD68 Gaussian Denoising #25

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26 changes: 26 additions & 0 deletions deepinv_bench/benchmarks/cbsd68_gaussian_denoising/solvers/ffdnet.py
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Original file line number Diff line number Diff line change
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from benchopt import BaseSolver

import torch
import deepinv as dinv


class Solver(BaseSolver):
name = "FFDNet"

parameters = {}

def set_objective(self, train_dataset=None, physics=None):
device = dinv.utils.get_freer_gpu() if torch.cuda.is_available() else "cpu"
self.model = dinv.models.ArtifactRemoval(
dinv.models.FFDNet(
n_conv_layers=12, nf=96, img_channels=3, norm=None, last_conv_bias=True
),
device=device,
)
self.model.device = device

def run(self, _):
pass

def get_result(self):
return dict(model=self.model)
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