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Defocus Deblurring on DPD (test)

26.28PSNRUformer-B
23.295224.070124.84525.6199Jun 6, 2021Jul 25, 2021Sep 13, 2021Nov 2, 2021Dec 22, 2021Feb 10, 2022Apr 1, 2022

Evaluation results

MethodLinks
Uformer-Bmodel_size=Base2021.0626.280.891—
DRBNetParams (M)=11.692022.0425.7250.7910.183
GKMNet#Parameters=1.41 Million, #FLOPs=603.5 Billion, Model Size=5.7 MegaBytes, Time (Seconds) CPU=43.9, Time (Seconds) GPU=0.0402021.1025.470.7890.219
IFANetParams (M)=10.482022.0425.3660.7890.217
KPAC2021.0625.240.842—
KPACParams (M)=2.062022.0425.2210.7740.226
AttNet#Parameters=6.91 Million, #FLOPs=3450.4 Billion, Model Size=39.5 MegaBytes, Time (Seconds) CPU=62.8, Time (Seconds) GPU=0.0412021.1025.220.7810.219
DPDNet2021.0625.130.786—
DPDNet-D#Parameters=32.25 Million, #FLOPs=4048.6 Billion, Model Size=355.3 MegaBytes, Time (Seconds) CPU=56.6, Time (Seconds) GPU=0.412021.1025.120.7860.223
SRN#Parameters=10.25 Million, #FLOPs=3117.6 Billion, Model Size=32.0 MegaBytes, Time (Seconds) CPU=58.3, Time (Seconds) GPU=0.0322021.1024.610.6120.265
DPDNetsParams (M)=31.032022.0424.3880.7490.277
DPDNet-S#Parameters=32.25 Million, #FLOPs=4042.5 Billion, Model Size=355.3 MegaBytes, Time (Seconds) CPU=56.6, Time (Seconds) GPU=0.412021.1024.340.7470.277
AIFNetParams (M)=41.552022.0424.2130.7420.309
Input2022.0423.890.7250.349
JNBTime (Seconds) CPU=843.12021.1023.840.7150.315
JNB2021.0623.840.715—
EBDBTime (Seconds) CPU=929.72021.1023.450.6830.336
DMENet#Parameters=26.94 Million, Time (Seconds) CPU=613.72021.1023.410.7140.349
DMENet2021.0623.410.714—