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ResearchFormerly WizWand

Single-image Defocus deblurring on DPD (Combined)

27.01PSNRHi-IRD-B
23.26624.23825.2126.182Nov 27, 2024Feb 27, 2025May 30, 2025Aug 31, 2025Dec 1, 2025Mar 3, 2026Jun 4, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Hi-IRD-BDefocus Type=Dual-Pixel2024.1127.010.8480.0340.135
ResFlowModel Category=Flow-based2026.0626.960.8420.0340.131
ENS-DeblurringPixel Configuration=Dual-pixel2026.0526.740.8290.0350.174
RestormerDDefocus Type=Dual-Pixel2024.1126.660.8330.0350.155
RestormerDPixel Configuration=Dual-pixel2026.0526.660.8330.0350.155
Geodesic Flow MatchingModel Category=Ours, Geometry=Hyperbolic, Stage=Stage-22026.0626.560.840.0320.13
Geodesic Flow MatchingModel Category=Ours, Geometry=Sphere, Stage=Stage-22026.0626.380.8350.0340.153
FocalNetModel Category=CNN / Transformer-based2026.0626.180.8080.0370.153
ENS-DeblurringPixel Configuration=Single-pixel2026.0526.160.8070.0370.209
Hi-IR-B2024.1126.130.8240.0370.169
IFANDDefocus Type=Dual-Pixel2024.1125.990.8040.0370.207
IFANDPixel Configuration=Dual-pixel2026.0525.990.8040.0370.207
Restormer2024.1125.980.8110.0380.178
RestormerSPixel Configuration=Single-pixel2026.0525.980.8110.0380.178
DTPM-4Model Category=CNN / Transformer-based2026.0625.980.8230.0380.153
RestormerModel Category=CNN / Transformer-based2026.0625.90.8110.0380.178
UformerDefocus Type=Dual-Pixel2024.1125.650.7950.0390.243
UformerDPixel Configuration=Dual-pixel2026.0525.650.7950.0390.243
Geodesic Flow MatchingModel Category=Ours, Geometry=Euclidean, Stage=Stage-22026.0625.590.8140.0360.171
MambaIRS (ours)Pixel Configuration=Single-pixel2026.0525.550.8050.0380.235
RDPDDDefocus Type=Dual-Pixel2024.1125.390.7720.040.255
RDPDDPixel Configuration=Dual-pixel2026.0525.390.7720.040.255
IFAN2024.1125.370.7890.0390.217
IFANSPixel Configuration=Single-pixel2026.0525.370.7890.0390.217
KPAC2024.1125.220.7740.040.227
KPACSPixel Configuration=Single-pixel2026.0525.220.7740.040.227
DPDNetDDefocus Type=Dual-Pixel2024.1125.130.7860.0410.223
DPDNetDPixel Configuration=Dual-pixel2026.0525.130.7860.0410.223
MambaIRD (ours)Pixel Configuration=Dual-pixel2026.0524.660.770.0410.292
DPDNetSPixel Configuration=Single-pixel2026.0524.430.7470.0440.277
DPDNet2024.1124.340.7470.0440.277
JNB2024.1123.840.7150.0480.315
JNBsPixel Configuration=Single-pixel2026.0523.840.7150.0480.315
EBDB2024.1123.450.6830.0490.336
EBDBSPixel Configuration=Single-pixel2026.0523.450.6830.0490.336
DMENet2024.1123.410.7140.0510.349
DMENetSPixel Configuration=Single-pixel2026.0523.410.7140.0510.349