DIV2K Gaussian Deblurring

• Dataset: DIV2K

• Physics: Blur

• Noise model: GaussianNoise

• sigma: 0.05

• sigma_blur: 2

• img_size: 256

Run this benchmark with

from deepinv_bench import run_benchmark
my_solver = lambda y, physics: ...  # your solver here
results = run_benchmark(my_solver, "div2k_gaussian_deblurring")

Warning

Runtimes are only indicative and may vary depending on various factors which are not controlled in the benchmark.

solver_name	PSNR	LPIPS
RAM	25.62 ± 2.54	0.27 ± 0.11
DPIR[sigma=0.1]	24.42 ± 2.48	0.42 ± 0.12
DiffPIR[denoiser=DRUNet,zeta=0.45]	24.15 ± 2.40	0.33 ± 0.11
DiffPIR[denoiser=DiffUNet,zeta=0.45]	24.01 ± 2.40	0.28 ± 0.10
DPIR[sigma=0.2]	23.17 ± 2.32	0.50 ± 0.12
DPS[denoiser=DRUNet,max_iter=1000]	22.15 ± 2.24	0.51 ± 0.13
DPS[denoiser=DiffUNet,max_iter=1000]	20.74 ± 2.64	0.52 ± 0.16