Image Super-Resolution on Set5 x2 scale (test)
38.35PSNRCATANet†
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CATANet†Scale=x2, Params=477K, Self-Ensemble Strategy=true2025.03 | 38.35 | 96.2 | |
| ESCLatency (ms)=120.9, Mem (MB)=831, #FLOPs (G)=592.0, #params (K)=9472026.03 | 38.35 | 96.19 | |
| SST-ltLatency (ms)=191.9, Mem (MB)=755, #FLOPs (G)=2057.6, #params (K)=8932026.03 | 38.35 | 96.2 | |
| SST-lt+Latency (ms)=249.6, Mem (MB)=804, #FLOPs (G)=4903.3, #params (K)=8932026.03 | 38.35 | 96.19 | |
| ASID-D8Latency (ms)=131.2, Mem (MB)=999, #FLOPs (G)=190.5, #params (K)=7322026.03 | 38.32 | 96.18 | |
| SP-MoMamba-B+Params=543K, GMACs=1702026.05 | 38.31 | 96.17 | |
| ATD-ltLatency (ms)=733.5, Mem (MB)=2839, #FLOPs (G)=380.0, #params (K)=7532026.03 | 38.29 | 96.16 | |
| CATANetScale=x2, Params=477K, Self-Ensemble Strategy=false2025.03 | 38.28 | 96.17 | |
| RCANLatency (ms)=299.3, Mem (MB)=626, #FLOPs (G)=3529.7, #params (K)=154452026.03 | 38.27 | 96.14 | |
| SeemoRe-LParams=931K, GMACs=1972026.05 | 38.27 | 96.16 | |
| SP-MoMamba-BParams=543K, GMACs=1702026.05 | 38.27 | 96.16 | |
| HiT-SRFLatency (ms)=268.1, Mem (MB)=1804, #FLOPs (G)=226.5, #params (K)=8472026.03 | 38.26 | 96.15 | |
| MambaIRV2-ltLatency (ms)=580.4, Mem (MB)=2824, #FLOPs (G)=286.3, #params (K)=7742026.03 | 38.26 | 96.15 | |
| Freqformer*Params=870K, GMACs=2292026.05 | 38.26 | 96.15 | |
| MambaIRv2-lightParams=774K, GMACs=2862026.05 | 38.26 | 96.15 | |
| RDNLatency (ms)=279.3, Mem (MB)=2058, #FLOPs (G)=5096.2, #params (K)=221232026.03 | 38.24 | 96.14 | |
| SRFormer-ltLatency (ms)=1456.3, Mem (MB)=1184, #FLOPs (G)=236.3, #params (K)=8532026.03 | 38.23 | 96.13 | |
| SRFormer-LightParams=853K, GMACs=2362026.05 | 38.23 | 96.13 | |
| CAMixerSRParams=746K, GMACs=2052026.05 | 38.23 | 96.13 | |
| CRAFTParams=738K, GMACs=1972026.05 | 38.23 | 96.15 | |
| DMNetParams=572K, GMACs=1152026.05 | 38.23 | 96.13 | |
| OmniSRLatency (ms)=120.3, Mem (MB)=1031, #FLOPs (G)=194.5, #params (K)=7722026.03 | 38.22 | 96.13 | |
| FECAN-light*Params=732K, GMACs=1622026.05 | 38.22 | 96.14 | |
| SPINScale=x2, Params=497K, Self-Ensemble Strategy=false2025.03 | 38.2 | 96.15 | |
| SPINParams=497K, GMACs=3202026.05 | 38.2 | 96.15 | |
| ELAN-lightScale=x2, Params=582K, Self-Ensemble Strategy=false2025.03 | 38.17 | 96.11 | |
| ELAN-ltLatency (ms)=94.5, Mem (MB)=887, #FLOPs (G)=203.1, #params (K)=6212026.03 | 38.17 | 96.11 | |
| SwinIR-lightScale=x2, Params=878K, Self-Ensemble Strategy=false2025.03 | 38.14 | 96.11 | |
| SwinIR-ltLatency (ms)=1409.8, Mem (MB)=1287, #FLOPs (G)=244.2, #params (K)=9102026.03 | 38.14 | 96.11 | |
| SwinIR-LightParams=910K, GMACs=2442026.05 | 38.14 | 96.11 | |
| DUKDArchitecture=SwinIR, Scale=x22023.09 | 38.13 | 96.1 | |
| MambaIR-ltLatency (ms)=277.1, Mem (MB)=1695, #FLOPs (G)=334.2, #params (K)=9052026.03 | 38.13 | 96.1 | |
| MambaIR-lightParams=905K, GMACs=3342026.05 | 38.13 | 96.1 | |
| A-CubeNetScale=x2, Params=1380K, Self-Ensemble Strategy=false2025.03 | 38.12 | 96.09 | |
| OSFFNetScale=x2, Params=516K, Self-Ensemble Strategy=false2025.03 | 38.11 | 96.1 | |
| RFDNScale=x2, Params=530K, Self-Ensemble Strategy=false2025.03 | 38.05 | 96.06 | |
| KDArchitecture=SwinIR, Scale=x22023.09 | 38.04 | 96.08 | |
| AWSRAN-MScale=x2, Params=1063K, Self-Ensemble Strategy=false2025.03 | 38.04 | 96.05 | |
| ESRTScale=x2, Params=677K, Self-Ensemble Strategy=false2025.03 | 38.03 | 96 | |
| ScratchArchitecture=SwinIR, Scale=x22023.09 | 38.01 | 96.07 | |
| IMDNScale=x2, Params=694K, Self-Ensemble Strategy=false2025.03 | 38 | 96.05 | |
| CARNScale=x2, Params=1592K, Self-Ensemble Strategy=false2025.03 | 37.76 | 95.9 |