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ResearchFormerly WizWand

Image Super-Resolution on Set5 x3 scale (test)

34.84PSNRASID-D8
34.26834.416534.56534.7135Sep 25, 2023Mar 5, 2024Aug 14, 2024Jan 23, 2025Jul 4, 2025Dec 13, 2025May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ASID-D8Latency (ms)=61.9, Mem (MB)=460, #FLOPs (G)=86.4, #params (K)=7392026.0334.840.9307
ESCLatency (ms)=41.4, Mem (MB)=385, #FLOPs (G)=267.6, #params (K)=9552026.0334.840.9308
CATANet†Scale=x3, Params=550K, Self-Ensemble Strategy=true2025.0334.830.9307
SST-lt+Latency (ms)=98.1, Mem (MB)=432, #FLOPs (G)=2397.7, #params (K)=9002026.0334.80.9308
SST-ltLatency (ms)=69.2, Mem (MB)=359, #FLOPs (G)=954.1, #params (K)=9002026.0334.790.9305
HiT-SRFScale=x3, #Para.=855K, FLOPs=101.6G2024.0734.750.93
CATANetScale=x3, Params=550K, Self-Ensemble Strategy=false2025.0334.750.93
HiT-SRFLatency (ms)=124.9, Mem (MB)=1464, #FLOPs (G)=101.6, #params (K)=8552026.0334.750.93
SP-MoMamba-B+Params=550K, GMACs=752026.0534.750.9302
HiT-SNGScale=x3, #Para.=1021K, FLOPs=99.5G2024.0734.740.9297
ATD-ltLatency (ms)=274.4, Mem (MB)=1258, #FLOPs (G)=168.0, #params (K)=7602026.0334.740.93
RCANLatency (ms)=85.1, Mem (MB)=560, #FLOPs (G)=1586.1, #params (K)=156292026.0334.740.9299
HiT-SIRScale=x3, #Para.=780K, FLOPs=94.2G2024.0734.720.9298
MambaIRV2-ltLatency (ms)=259.0, Mem (MB)=1250, #FLOPs (G)=126.7, #params (K)=7812026.0334.710.9298
RDNLatency (ms)=146.5, Mem (MB)=985, #FLOPs (G)=2281.2, #params (K)=223082026.0334.710.9296
CRAFTParams=744K, GMACs=882026.0534.710.9295
MambaIRv2-lightParams=781K, GMACs=1272026.0534.710.9297
DMNetParams=579K, GMACs=522026.0534.710.9295
SP-MoMamba-BParams=550K, GMACs=752026.0534.710.9297
Omni-SRScale=x3, #Para.=780K, FLOPs=88.4G2024.0734.70.9294
OmniSRLatency (ms)=41.2, Mem (MB)=476, #FLOPs (G)=88.4, #params (K)=7802026.0334.70.9294
SeemoRe-LParams=959K, GMACs=872026.0534.70.9297
SRFormer-LScale=x3, #Para.=861K, FLOPs=104.8G2024.0734.670.9296
SRFormer-ltLatency (ms)=530.5, Mem (MB)=537, #FLOPs (G)=105.4, #params (K)=8612026.0334.670.9296
SRFormer-LightParams=861K, GMACs=1052026.0534.670.9296
SPINScale=x3, Params=569K, Self-Ensemble Strategy=false2025.0334.650.9293
SPINParams=569K, GMACs=1762026.0534.650.9293
SwinIR-NGScale=x3, #Para.=1190K, FLOPs=114.1G2024.0734.640.9293
ELAN-lightScale=x3, Params=590K, Self-Ensemble Strategy=false2025.0334.640.9288
MambaIR-ltLatency (ms)=109.3, Mem (MB)=760, #FLOPs (G)=148.5, #params (K)=9132026.0334.630.9288
MambaIR-lightParams=913K, GMACs=1492026.0534.630.9288
SwinIR-LScale=x3, #Para.=918K, FLOPs=110.8G2024.0734.620.9289
SwinIR-lightScale=x3, Params=886K, Self-Ensemble Strategy=false2025.0334.620.9289
SwinIR-ltLatency (ms)=331.7, Mem (MB)=596, #FLOPs (G)=110.8, #params (K)=9182026.0334.620.9289
SwinIR-LightParams=918K, GMACs=1112026.0534.620.9289
ELAN-LScale=x3, #Para.=629K, FLOPs=89.5G2024.0734.610.9288
ELAN-ltLatency (ms)=32.5, Mem (MB)=399, #FLOPs (G)=90.1, #params (K)=6292026.0334.610.9288
OSFFNetScale=x3, Params=524K, Self-Ensemble Strategy=false2025.0334.580.9287
DUKDArchitecture=SwinIR, Scale=x32023.0934.550.9285
A-CubeNetScale=x3, Params=1560K, Self-Ensemble Strategy=false2025.0334.530.9281
RFDN-LScale=x3, #Para.=633K, FLOPs=65.6G2024.0734.470.928
SRPN-LiteScale=x3, #Para.=615K, FLOPs=62.7G2024.0734.470.9276
GASSL-BScale=x3, #Para.=691K, FLOPs=70.4G2024.0734.470.9278
HNCTScale=x3, #Para.=363K, FLOPs=37.8G2024.0734.470.9275
FMENScale=x3, #Para.=757K, FLOPs=77.2G2024.0734.450.9275
KDArchitecture=SwinIR, Scale=x32023.0934.440.9275
AWSRAN-MScale=x3, Params=1143K, Self-Ensemble Strategy=false2025.0334.420.9275
ESRTScale=x3, Params=770K, Self-Ensemble Strategy=false2025.0334.420.9268
ScratchArchitecture=SwinIR, Scale=x32023.0934.410.9273
RFDNScale=x3, Params=540K, Self-Ensemble Strategy=false2025.0334.410.9273
LatticeNetScale=x3, #Para.=765K, FLOPs=76.3G2024.0734.40.9272
EDSR-BScale=x3, #Para.=1555K, FLOPs=160.2G2024.0734.370.927
IMDNScale=x3, #Para.=703K, FLOPs=71.5G2024.0734.360.927
IMDNScale=x3, Params=703K, Self-Ensemble Strategy=false2025.0334.360.927
CARNScale=x3, #Para.=1592K, FLOPs=118.8G2024.0734.290.9255
CARNScale=x3, Params=1592K, Self-Ensemble Strategy=false2025.0334.290.9255