| base_seed,objective_name,obj_description,solver_name,solver_description,dataset_name,idx_rep,sampling_strategy,file_objective,file_solver,p_solver_sigma,file_dataset,p_dataset_physics,p_dataset_noise,p_dataset_sigma,p_dataset_img_size,p_dataset_debug,stop_val,time,objective_PSNR,objective_PSNR_std,objective_NIQE,objective_NIQE_std,objective_runtime,env-OMP_NUM_THREADS,platform,platform-architecture,platform-release,platform-version,system-cpus,system-processor,system-ram (GB),version-cuda,version-numpy,version-numpy-libs,version-scipy,benchmark-git-tag,run_date,p_solver_denoiser,p_solver_zeta,p_dataset_mask,objective_LPIPS,objective_LPIPS_std,p_dataset_sigma_blur,p_dataset_factor,p_dataset_filter |
| 0,DIV2K Gaussian Deblurring,,DPIR[sigma=0.1],,"DIV2K[debug=True,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.1]",0,Iteration,objective.py,solvers/dpir.py,0.1,datasets/div2k.py,Blur,GaussianNoise,0.1,256,True,1,6.209999980910652e-07,15.807316780090332,1.760037032138704,11.134003321329752,2.0656606564684954,43.063568589,,Linux,x86_64,6.14.0-1017-azure,#17~24.04.1-Ubuntu SMP Mon Dec 1 20:10:50 UTC 2025,4,AMD EPYC 7763 64-Core Processor,16,,2.4.2,,1.17.1,,2026-03-06T00:29:05.888724,,,,,,,, |
| 0,DIV2K Gaussian Deblurring,,DPIR[sigma=0.2],,"DIV2K[debug=True,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.1]",0,Run_once,objective.py,solvers/dpir.py,0.2,datasets/div2k.py,Blur,GaussianNoise,0.1,256,True,1,7.110000410648354e-07,15.421280225118002,1.659038719248347,10.687968254089355,1.2586101187902088,42.299036734000026,,Linux,x86_64,6.14.0-1017-azure,#17~24.04.1-Ubuntu SMP Mon Dec 1 20:10:50 UTC 2025,4,AMD EPYC 7763 64-Core Processor,16,,2.4.2,,1.17.1,,2026-03-06T00:29:05.888724,,,,,,,, |
| 0,DIV2K Gaussian Deblurring,,RAM,,"DIV2K[debug=True,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.1]",0,Iteration,objective.py,solvers/ram.py,,datasets/div2k.py,Blur,GaussianNoise,0.1,256,True,1,7.209999921542476e-07,21.865278244018555,0.990771818343593,11.313956419626871,2.755482663852748,9.671004358999994,,Linux,x86_64,6.14.0-1017-azure,#17~24.04.1-Ubuntu SMP Mon Dec 1 20:10:50 UTC 2025,4,AMD EPYC 7763 64-Core Processor,16,,2.4.2,,1.17.1,,2026-03-06T00:29:05.888724,,,,,,,, |
| 0,DIV2K Gaussian Deblurring,,DPIR[sigma=0.1],,"DIV2K[debug=False,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.1]",0,Iteration,objective.py,solvers/dpir.py,0.1,datasets/div2k.py,Blur,GaussianNoise,0.1,256,False,1,5.657784640789032e-07,17.858822135925294,3.0533818730543985,10.321947484016418,2.9452468089698667,37.1449516909197,,Linux,x86_64,6.12.63+deb13-amd64,#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30),32,Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz,124,NVIDIA GeForce RTX 2080 Ti: cuda_12.4,2.4.3,,1.17.1,,2026-04-07T15:05:55.990232,,,,,,,, |
| 0,DIV2K Gaussian Deblurring,,DPIR[sigma=0.2],,"DIV2K[debug=False,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.1]",0,Run_once,objective.py,solvers/dpir.py,0.2,datasets/div2k.py,Blur,GaussianNoise,0.1,256,False,1,6.598420441150665e-07,17.440333890914918,2.921983890679231,10.361969566345214,2.213739707309572,35.47245547827333,,Linux,x86_64,6.12.63+deb13-amd64,#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30),32,Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz,124,NVIDIA GeForce RTX 2080 Ti: cuda_12.4,2.4.3,,1.17.1,,2026-04-07T15:05:55.990232,,,,,,,, |
| 0,DIV2K Gaussian Deblurring,,RAM,,"DIV2K[debug=False,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.1]",0,Iteration,objective.py,solvers/ram.py,,datasets/div2k.py,Blur,GaussianNoise,0.1,256,False,1,9.811483323574066e-07,22.266348705291747,2.4703343170638785,9.388980169296264,3.014991747277647,26.028988297097385,,Linux,x86_64,6.12.63+deb13-amd64,#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30),32,Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz,124,NVIDIA GeForce RTX 2080 Ti: cuda_12.4,2.4.3,,1.17.1,,2026-04-07T15:05:55.990232,,,,,,,, |
| 0,DIV2K Inpainting (30% random),,"DDRM[denoiser=DRUNet,zeta=0.95]",,"DIV2K[debug=False,img_size=256,mask=0.3,noise=ZeroNoise,physics=Inpainting]",0,Iteration,objective.py,solvers/ddrm.py,,datasets/div2k.py,Inpainting,ZeroNoise,,256,False,1,5.75091689825058e-07,27.42340137481689,2.4760939826046497,,,,,Linux,x86_64,6.12.63+deb13-amd64,#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30),32,Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz,124,NVIDIA GeForce RTX 2080 Ti: cuda_12.4,2.4.3,,1.17.1,,2026-04-11T11:55:55.530657,DRUNet,0.95,0.3,0.1004929324612021,0.0394087503783761,,, |
| 0,DIV2K Inpainting (30% random),,"DDRM[denoiser=DiffUNet,zeta=0.95]",,"DIV2K[debug=False,img_size=256,mask=0.3,noise=ZeroNoise,physics=Inpainting]",0,Run_once,objective.py,solvers/ddrm.py,,datasets/div2k.py,Inpainting,ZeroNoise,,256,False,1,7.390044629573822e-07,27.043712940216064,2.6797725277076383,,,,,Linux,x86_64,6.12.63+deb13-amd64,#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30),32,Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz,124,NVIDIA GeForce RTX 2080 Ti: cuda_12.4,2.4.3,,1.17.1,,2026-04-11T11:55:55.530657,DiffUNet,0.95,0.3,0.0921428049728274,0.0352447517731868,,, |
| 0,DIV2K Inpainting (30% random),,"DiffPIR[denoiser=DRUNet,zeta=0.95]",,"DIV2K[debug=False,img_size=256,mask=0.3,noise=ZeroNoise,physics=Inpainting]",0,Iteration,objective.py,solvers/diffpir.py,,datasets/div2k.py,Inpainting,ZeroNoise,,256,False,1,6.887130439281464e-07,25.222448806762696,2.1957195644178067,,,,,Linux,x86_64,6.12.63+deb13-amd64,#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30),32,Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz,124,NVIDIA GeForce RTX 2080 Ti: cuda_12.4,2.4.3,,1.17.1,,2026-04-11T11:55:55.530657,DRUNet,0.95,0.3,0.2480425709858536,0.101572270692584,,, |
| 0,DIV2K Inpainting (30% random),,"DiffPIR[denoiser=DiffUNet,zeta=0.95]",,"DIV2K[debug=False,img_size=256,mask=0.3,noise=ZeroNoise,physics=Inpainting]",0,Run_once,objective.py,solvers/diffpir.py,,datasets/div2k.py,Inpainting,ZeroNoise,,256,False,1,6.426125764846802e-07,25.286905784606933,2.137542309427372,,,,,Linux,x86_64,6.12.63+deb13-amd64,#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30),32,Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz,124,NVIDIA GeForce RTX 2080 Ti: cuda_12.4,2.4.3,,1.17.1,,2026-04-11T11:55:55.530657,DiffUNet,0.95,0.3,0.2412860993295908,0.098427047752365,,, |
| 0,DIV2K Inpainting (30% random),,DPIR[sigma=0.05],,"DIV2K[debug=False,img_size=256,mask=0.3,noise=ZeroNoise,physics=Inpainting]",0,Iteration,objective.py,solvers/dpir.py,0.05,datasets/div2k.py,Inpainting,ZeroNoise,,256,False,1,9.075738489627838e-07,9.512997033596038,4.2481572788971205,,,,,Linux,x86_64,6.12.63+deb13-amd64,#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30),32,Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz,124,NVIDIA GeForce RTX 2080 Ti: cuda_12.4,2.4.3,,1.17.1,,2026-04-11T11:55:55.530657,,,0.3,1.0076090753078462,0.2238320048788994,,, |
| 0,DIV2K Inpainting (30% random),,DPIR[sigma=0.1],,"DIV2K[debug=False,img_size=256,mask=0.3,noise=ZeroNoise,physics=Inpainting]",0,Run_once,objective.py,solvers/dpir.py,0.1,datasets/div2k.py,Inpainting,ZeroNoise,,256,False,1,7.59027898311615e-07,10.201244723796844,4.497850527841695,,,,,Linux,x86_64,6.12.63+deb13-amd64,#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30),32,Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz,124,NVIDIA GeForce RTX 2080 Ti: cuda_12.4,2.4.3,,1.17.1,,2026-04-11T11:55:55.530657,,,0.3,0.9407196876406668,0.2290920590869099,,, |
| 0,DIV2K Inpainting (30% random),,DPS[denoiser=DRUNet],,"DIV2K[debug=False,img_size=256,mask=0.3,noise=ZeroNoise,physics=Inpainting]",0,Iteration,objective.py,solvers/dps.py,,datasets/div2k.py,Inpainting,ZeroNoise,,256,False,1,5.51808625459671e-07,24.260642375946045,3.4106252093935763,,,,,Linux,x86_64,6.12.63+deb13-amd64,#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30),32,Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz,124,NVIDIA GeForce RTX 2080 Ti: cuda_12.4,2.4.3,,1.17.1,,2026-04-11T11:55:55.530657,DRUNet,,0.3,0.316357084531337,0.1287354968708274,,, |
| 0,DIV2K Inpainting (30% random),,DPS[denoiser=DiffUNet],,"DIV2K[debug=False,img_size=256,mask=0.3,noise=ZeroNoise,physics=Inpainting]",0,Run_once,objective.py,solvers/dps.py,,datasets/div2k.py,Inpainting,ZeroNoise,,256,False,1,7.199123501777649e-07,24.511151523590087,3.3610779747941706,,,,,Linux,x86_64,6.12.63+deb13-amd64,#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30),32,Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz,124,NVIDIA GeForce RTX 2080 Ti: cuda_12.4,2.4.3,,1.17.1,,2026-04-11T11:55:55.530657,DiffUNet,,0.3,0.2762089168094098,0.121252160514689,,, |
| 0,DIV2K Inpainting (30% random),,RAM,,"DIV2K[debug=False,img_size=256,mask=0.3,noise=ZeroNoise,physics=Inpainting]",0,Iteration,objective.py,solvers/ram.py,,datasets/div2k.py,Inpainting,ZeroNoise,,256,False,1,1.259148120880127e-06,27.198805465698243,2.317799204669352,,,,,Linux,x86_64,6.12.63+deb13-amd64,#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30),32,Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz,124,NVIDIA GeForce RTX 2080 Ti: cuda_12.4,2.4.3,,1.17.1,,2026-04-11T11:55:55.530657,,,0.3,0.1337065869569778,0.0506720215186471,,, |
| 0,DIV2K Gaussian Deblurring,,"DiffPIR[denoiser=DRUNet,zeta=0.45]",,"DIV2K[debug=False,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.05,sigma_blur=2]",0,Iteration,objective.py,solvers/diffpir.py,,datasets/div2k.py,Blur,GaussianNoise,0.05,256,False,1,1.085922122001648e-06,24.17138952255249,2.406142580134069,,,,,Linux,x86_64,6.12.63+deb13-amd64,#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30),32,Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz,124,NVIDIA GeForce RTX 2080 Ti: cuda_12.4,2.4.3,,1.17.1,,2026-04-11T12:01:11.057002,DRUNet,0.45,,0.3260552543401718,0.1070211365900838,2.0,, |
| 0,DIV2K Gaussian Deblurring,,"DiffPIR[denoiser=DiffUNet,zeta=0.45]",,"DIV2K[debug=False,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.05,sigma_blur=2]",0,Run_once,objective.py,solvers/diffpir.py,,datasets/div2k.py,Blur,GaussianNoise,0.05,256,False,1,8.400529623031616e-07,23.993534927368163,2.395499908520699,,,,,Linux,x86_64,6.12.63+deb13-amd64,#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30),32,Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz,124,NVIDIA GeForce RTX 2080 Ti: cuda_12.4,2.4.3,,1.17.1,,2026-04-11T12:01:11.057002,DiffUNet,0.45,,0.2807864724099636,0.1019256271680013,2.0,, |
| 0,DIV2K Gaussian Deblurring,,DPIR[sigma=0.1],,"DIV2K[debug=False,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.05,sigma_blur=2]",0,Iteration,objective.py,solvers/dpir.py,0.1,datasets/div2k.py,Blur,GaussianNoise,0.05,256,False,1,6.677582859992981e-07,24.423824520111083,2.4849584437311165,,,,,Linux,x86_64,6.12.63+deb13-amd64,#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30),32,Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz,124,NVIDIA GeForce RTX 2080 Ti: cuda_12.4,2.4.3,,1.17.1,,2026-04-11T12:01:11.057002,,,,0.4189996023476123,0.1156051898367995,2.0,, |
| 0,DIV2K Gaussian Deblurring,,DPIR[sigma=0.2],,"DIV2K[debug=False,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.05,sigma_blur=2]",0,Run_once,objective.py,solvers/dpir.py,0.2,datasets/div2k.py,Blur,GaussianNoise,0.05,256,False,1,6.970949470996857e-07,23.17485122680664,2.316559369443417,,,,,Linux,x86_64,6.12.63+deb13-amd64,#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30),32,Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz,124,NVIDIA GeForce RTX 2080 Ti: cuda_12.4,2.4.3,,1.17.1,,2026-04-11T12:01:11.057002,,,,0.5002355909347534,0.1208475688569876,2.0,, |
| 0,DIV2K Gaussian Deblurring,,DPS[denoiser=DRUNet],,"DIV2K[debug=False,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.05,sigma_blur=2]",0,Iteration,objective.py,solvers/dps.py,,datasets/div2k.py,Blur,GaussianNoise,0.05,256,False,1,1.0016374289989471e-06,14.95878743171692,6.745182599978479,,,,,Linux,x86_64,6.12.63+deb13-amd64,#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30),32,Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz,124,NVIDIA GeForce RTX 2080 Ti: cuda_12.4,2.4.3,,1.17.1,,2026-04-11T12:01:11.057002,DRUNet,,,0.6544583860039711,0.2169868744922288,2.0,, |
| 0,DIV2K Gaussian Deblurring,,DPS[denoiser=DiffUNet],,"DIV2K[debug=False,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.05,sigma_blur=2]",0,Run_once,objective.py,solvers/dps.py,,datasets/div2k.py,Blur,GaussianNoise,0.05,256,False,1,1.0398216545581818e-06,22.537910213470457,2.4170707261250945,,,,,Linux,x86_64,6.12.63+deb13-amd64,#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30),32,Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz,124,NVIDIA GeForce RTX 2080 Ti: cuda_12.4,2.4.3,,1.17.1,,2026-04-11T12:01:11.057002,DiffUNet,,,0.3800816628336906,0.1179542156994232,2.0,, |
| 0,DIV2K Gaussian Deblurring,,RAM,,"DIV2K[debug=False,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.05,sigma_blur=2]",0,Iteration,objective.py,solvers/ram.py,,datasets/div2k.py,Blur,GaussianNoise,0.05,256,False,1,1.0868534445762634e-06,25.63208574295044,2.5580750995739336,,,,,Linux,x86_64,6.12.63+deb13-amd64,#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30),32,Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz,124,NVIDIA GeForce RTX 2080 Ti: cuda_12.4,2.4.3,,1.17.1,,2026-04-11T12:01:11.057002,,,,0.2676924534514546,0.1065459289043185,2.0,, |
| 0,DIV2K Super Resolution (2x),,DPIR[sigma=0.1],,"DIV2K[debug=False,factor=2,filter=bicubic,img_size=256,noise=ZeroNoise,physics=Downsampling]",0,Iteration,objective.py,solvers/dpir.py,0.1,datasets/div2k.py,Downsampling,ZeroNoise,,256,False,1,1.1031515896320343e-06,26.85823137283325,2.284362467137336,,,,,Linux,x86_64,6.12.63+deb13-amd64,#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30),32,Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz,124,NVIDIA GeForce RTX 2080 Ti: cuda_12.4,2.4.3,,1.17.1,,2026-04-11T15:32:27.308897,,,,0.3200232046842575,0.1174209681145473,,2.0,bicubic |
| 0,DIV2K Super Resolution (2x),,DPIR[sigma=0.2],,"DIV2K[debug=False,factor=2,filter=bicubic,img_size=256,noise=ZeroNoise,physics=Downsampling]",0,Run_once,objective.py,solvers/dpir.py,0.2,datasets/div2k.py,Downsampling,ZeroNoise,,256,False,1,1.1418014764785769e-06,24.43956060409546,2.201862720333501,,,,,Linux,x86_64,6.12.63+deb13-amd64,#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30),32,Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz,124,NVIDIA GeForce RTX 2080 Ti: cuda_12.4,2.4.3,,1.17.1,,2026-04-11T15:32:27.308897,,,,0.427978121265769,0.1345204166580389,,2.0,bicubic |
| 0,DIV2K Super Resolution (2x),,DPS[denoiser=DRUNet],,"DIV2K[debug=False,factor=2,filter=bicubic,img_size=256,noise=ZeroNoise,physics=Downsampling]",0,Iteration,objective.py,solvers/dps.py,,datasets/div2k.py,Downsampling,ZeroNoise,,256,False,1,5.709007382392883e-07,24.22111473083496,3.559833183159146,,,,,Linux,x86_64,6.12.63+deb13-amd64,#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30),32,Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz,124,NVIDIA GeForce RTX 2080 Ti: cuda_12.4,2.4.3,,1.17.1,,2026-04-11T15:32:27.308897,DRUNet,,,0.3869538430124521,0.1292216426260224,,2.0,bicubic |
| 0,DIV2K Super Resolution (2x),,DPS[denoiser=DiffUNet],,"DIV2K[debug=False,factor=2,filter=bicubic,img_size=256,noise=ZeroNoise,physics=Downsampling]",0,Run_once,objective.py,solvers/dps.py,,datasets/div2k.py,Downsampling,ZeroNoise,,256,False,1,5.960464477539062e-07,24.801447334289552,3.5849371790293114,,,,,Linux,x86_64,6.12.63+deb13-amd64,#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30),32,Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz,124,NVIDIA GeForce RTX 2080 Ti: cuda_12.4,2.4.3,,1.17.1,,2026-04-11T15:32:27.308897,DiffUNet,,,0.3411751597374677,0.1334308675481825,,2.0,bicubic |
|
|
