DIV2K Super Resolution 2x

• Dataset: DIV2K

• Physics: Downsampling

• Noise model: ZeroNoise

• factor: 2

• filter: bicubic

• 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_super_resolution_2x")

Warning

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

solver_name	PSNR	LPIPS
SwinIR[variant=medium]	32.98 ± 3.40	0.06 ± 0.04
SwinIR[variant=lightweight]	32.43 ± 3.32	0.07 ± 0.05
DPIR[sigma=0.1]	26.86 ± 2.28	0.32 ± 0.12
DPIR[sigma=0.2]	24.44 ± 2.20	0.43 ± 0.13
DPS[denoiser=DRUNet,max_iter=1000]	21.94 ± 2.68	0.54 ± 0.15
DPS[denoiser=DiffUNet,max_iter=1000]	20.07 ± 2.90	0.61 ± 0.18