Image Super-Resolution on Set14 x2 scale (test)
34.24PSNRASID-D8
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ASID-D8Latency (ms)=131.2, Mem (MB)=999, #FLOPs (G)=190.5, #params (K)=7322026.03 | 34.24 | 0.9232 | |
| SST-lt+Latency (ms)=249.6, Mem (MB)=804, #FLOPs (G)=4903.3, #params (K)=8932026.03 | 34.22 | 0.9232 | |
| SST-ltLatency (ms)=191.9, Mem (MB)=755, #FLOPs (G)=2057.6, #params (K)=8932026.03 | 34.14 | 0.9227 | |
| RCANLatency (ms)=299.3, Mem (MB)=626, #FLOPs (G)=3529.7, #params (K)=154452026.03 | 34.12 | 0.9216 | |
| SP-MoMamba-B+Params=543K, GMACs=1702026.05 | 34.12 | 0.9221 | |
| CATANet†Scale=x2, Params=477K, Self-Ensemble Strategy=true2025.03 | 34.11 | 0.9229 | |
| ESCLatency (ms)=120.9, Mem (MB)=831, #FLOPs (G)=592.0, #params (K)=9472026.03 | 34.11 | 0.9223 | |
| ATD-ltLatency (ms)=733.5, Mem (MB)=2839, #FLOPs (G)=380.0, #params (K)=7532026.03 | 34.1 | 0.9217 | |
| MambaIRV2-ltLatency (ms)=580.4, Mem (MB)=2824, #FLOPs (G)=286.3, #params (K)=7742026.03 | 34.09 | 0.9221 | |
| MambaIRv2-lightParams=774K, GMACs=2862026.05 | 34.09 | 0.9221 | |
| SP-MoMamba-BParams=543K, GMACs=1702026.05 | 34.04 | 0.9219 | |
| Freqformer*Params=870K, GMACs=2292026.05 | 34.02 | 0.9217 | |
| HiT-SRFScale=x2, #Para.=847K, FLOPs=226.5G2024.07 | 34.01 | 0.9214 | |
| HiT-SRFLatency (ms)=268.1, Mem (MB)=1804, #FLOPs (G)=226.5, #params (K)=8472026.03 | 34.01 | 0.9214 | |
| RDNLatency (ms)=279.3, Mem (MB)=2058, #FLOPs (G)=5096.2, #params (K)=221232026.03 | 34.01 | 0.9212 | |
| FECAN-light*Params=732K, GMACs=1622026.05 | 34.01 | 0.9216 | |
| SeemoRe-LParams=931K, GMACs=1972026.05 | 34.01 | 0.921 | |
| HiT-SNGScale=x2, #Para.=1013K, FLOPs=213.9G2024.07 | 34 | 0.9217 | |
| CAMixerSRParams=746K, GMACs=2052026.05 | 34 | 0.9214 | |
| CATANetScale=x2, Params=477K, Self-Ensemble Strategy=false2025.03 | 33.99 | 0.9217 | |
| Omni-SRScale=x2, #Para.=772K, FLOPs=194.5G2024.07 | 33.98 | 0.921 | |
| OmniSRLatency (ms)=120.3, Mem (MB)=1031, #FLOPs (G)=194.5, #params (K)=7722026.03 | 33.98 | 0.921 | |
| MambaIR-ltLatency (ms)=277.1, Mem (MB)=1695, #FLOPs (G)=334.2, #params (K)=9052026.03 | 33.95 | 0.9208 | |
| MambaIR-lightParams=905K, GMACs=3342026.05 | 33.95 | 0.9208 | |
| DMNetParams=572K, GMACs=1152026.05 | 33.95 | 0.9209 | |
| ELAN-LScale=x2, #Para.=621K, FLOPs=201.3G2024.07 | 33.94 | 0.9207 | |
| SwinIR-NGScale=x2, #Para.=1181K, FLOPs=274.1G2024.07 | 33.94 | 0.9205 | |
| SRFormer-LScale=x2, #Para.=853K, FLOPs=236.2G2024.07 | 33.94 | 0.9209 | |
| ELAN-lightScale=x2, Params=582K, Self-Ensemble Strategy=false2025.03 | 33.94 | 0.9207 | |
| ELAN-ltLatency (ms)=94.5, Mem (MB)=887, #FLOPs (G)=203.1, #params (K)=6212026.03 | 33.94 | 0.9207 | |
| SRFormer-ltLatency (ms)=1456.3, Mem (MB)=1184, #FLOPs (G)=236.3, #params (K)=8532026.03 | 33.94 | 0.9209 | |
| SRFormer-LightParams=853K, GMACs=2362026.05 | 33.94 | 0.9209 | |
| CRAFTParams=738K, GMACs=1972026.05 | 33.92 | 0.9211 | |
| HiT-SIRScale=x2, #Para.=772K, FLOPs=209.9G2024.07 | 33.91 | 0.9213 | |
| SPINScale=x2, Params=497K, Self-Ensemble Strategy=false2025.03 | 33.9 | 0.9215 | |
| SPINParams=497K, GMACs=3202026.05 | 33.9 | 0.9215 | |
| SwinIR-LScale=x2, #Para.=910K, FLOPs=244.4G2024.07 | 33.86 | 0.9206 | |
| SwinIR-lightScale=x2, Params=878K, Self-Ensemble Strategy=false2025.03 | 33.86 | 0.9206 | |
| SwinIR-ltLatency (ms)=1409.8, Mem (MB)=1287, #FLOPs (G)=244.2, #params (K)=9102026.03 | 33.86 | 0.9206 | |
| SwinIR-LightParams=910K, GMACs=2442026.05 | 33.86 | 0.9206 | |
| DUKDArchitecture=SwinIR, Scale=x22023.09 | 33.78 | 0.9194 | |
| FMENScale=x2, #Para.=748K, FLOPs=172.0G2024.07 | 33.75 | 0.9192 | |
| GASSL-BScale=x2, #Para.=689K, FLOPs=158.2G2024.07 | 33.75 | 0.9194 | |
| ESRTScale=x2, Params=677K, Self-Ensemble Strategy=false2025.03 | 33.75 | 0.9184 | |
| A-CubeNetScale=x2, Params=1380K, Self-Ensemble Strategy=false2025.03 | 33.73 | 0.9191 | |
| OSFFNetScale=x2, Params=516K, Self-Ensemble Strategy=false2025.03 | 33.72 | 0.919 | |
| LatticeNetScale=x2, #Para.=756K, FLOPs=169.5G2024.07 | 33.7 | 0.9187 | |
| SRPN-LiteScale=x2, #Para.=609K, FLOPs=139.9G2024.07 | 33.7 | 0.9189 | |
| RFDNScale=x2, Params=530K, Self-Ensemble Strategy=false2025.03 | 33.68 | 0.9184 | |
| RFDN-LScale=x2, #Para.=626K, FLOPs=145.8G2024.07 | 33.67 | 0.919 | |
| AWSRAN-MScale=x2, Params=1063K, Self-Ensemble Strategy=false2025.03 | 33.66 | 0.9181 | |
| HNCTScale=x2, #Para.=357K, FLOPs=82.4G2024.07 | 33.65 | 0.9182 | |
| IMDNScale=x2, #Para.=694K, FLOPs=158.8G2024.07 | 33.63 | 0.9177 | |
| IMDNScale=x2, Params=694K, Self-Ensemble Strategy=false2025.03 | 33.63 | 0.9177 | |
| KDArchitecture=SwinIR, Scale=x22023.09 | 33.61 | 0.9184 | |
| ScratchArchitecture=SwinIR, Scale=x22023.09 | 33.57 | 0.9178 | |
| EDSR-BScale=x2, #Para.=1370K, FLOPs=316.3G2024.07 | 33.57 | 0.9175 | |
| CARNScale=x2, #Para.=1592K, FLOPs=222.8G2024.07 | 33.52 | 0.9166 | |
| CARNScale=x2, Params=1592K, Self-Ensemble Strategy=false2025.03 | 33.52 | 0.9166 |