Image Super-Resolution on Manga109 x4 scale (test)
31.75PSNRSP-MoMamba-B+
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SP-MoMamba-B+Params=559K, GMACs=462026.05 | 31.75 | 92.32 | |
| SST-lt+Latency (ms)=53.0, Mem (MB)=253, #FLOPs (G)=1329.7, #params (K)=9082026.03 | 31.63 | 92.19 | |
| CATANet†Scale=x4, Params=535K, Self-Ensemble Strategy=true2025.03 | 31.58 | 92.06 | |
| ESCLatency (ms)=21.9, Mem (MB)=215, #FLOPs (G)=149.2, #params (K)=9682026.03 | 31.54 | 92.07 | |
| SP-MoMamba-BParams=559K, GMACs=462026.05 | 31.51 | 92.1 | |
| ATD-ltLatency (ms)=189.7, Mem (MB)=753, #FLOPs (G)=100.1, #params (K)=7692026.03 | 31.48 | 91.98 | |
| SST-ltLatency (ms)=36.5, Mem (MB)=205, #FLOPs (G)=517.0, #params (K)=9082026.03 | 31.48 | 92 | |
| SeemoRe-LParams=969K, GMACs=502026.05 | 31.48 | 91.81 | |
| FECAN-light*Params=749K, GMACs=422026.05 | 31.47 | 91.81 | |
| Freqformer*Params=889K, GMACs=552026.05 | 31.36 | 91.78 | |
| CATANetScale=x4, Params=535K, Self-Ensemble Strategy=false2025.03 | 31.31 | 91.83 | |
| HiT-SRFLatency (ms)=82.1, Mem (MB)=1331, #FLOPs (G)=58.0, #params (K)=8662026.03 | 31.26 | 91.71 | |
| MambaIRV2-ltLatency (ms)=153.4, Mem (MB)=748, #FLOPs (G)=75.6, #params (K)=7902026.03 | 31.24 | 91.82 | |
| MambaIRv2-lightParams=790K, GMACs=762026.05 | 31.24 | 91.82 | |
| RCANLatency (ms)=52.2, Mem (MB)=540, #FLOPs (G)=917.6, #params (K)=155922026.03 | 31.22 | 91.73 | |
| CAMixerSRParams=765K, GMACs=542026.05 | 31.18 | 91.66 | |
| CRAFTParams=753K, GMACs=522026.05 | 31.18 | 91.68 | |
| SRFormer-ltLatency (ms)=287.2, Mem (MB)=329, #FLOPs (G)=62.8, #params (K)=8732026.03 | 31.17 | 91.65 | |
| SRFormer-LightParams=873K, GMACs=632026.05 | 31.17 | 91.65 | |
| DMNetParams=588K, GMACs=302026.05 | 31.14 | 91.5 | |
| OmniSRLatency (ms)=22.5, Mem (MB)=273, #FLOPs (G)=50.9, #params (K)=7922026.03 | 31.02 | 91.51 | |
| RDNLatency (ms)=66.0, Mem (MB)=791, #FLOPs (G)=1309.2, #params (K)=222712026.03 | 31 | 91.51 | |
| SPINScale=x4, Params=555K, Self-Ensemble Strategy=false2025.03 | 30.98 | 91.56 | |
| SPINParams=555K, GMACs=902026.05 | 30.98 | 91.56 | |
| MambaIR-ltLatency (ms)=55.8, Mem (MB)=438, #FLOPs (G)=84.6, #params (K)=9242026.03 | 30.94 | 91.35 | |
| MambaIR-lightParams=924K, GMACs=852026.05 | 30.94 | 91.35 | |
| ELAN-lightScale=x4, Params=601K, Self-Ensemble Strategy=false2025.03 | 30.92 | 91.5 | |
| SwinIR-lightScale=x4, Params=897K, Self-Ensemble Strategy=false2025.03 | 30.92 | 91.51 | |
| SwinIR-ltLatency (ms)=222.9, Mem (MB)=351, #FLOPs (G)=63.6, #params (K)=9302026.03 | 30.92 | 91.51 | |
| ELAN-ltLatency (ms)=18.0, Mem (MB)=241, #FLOPs (G)=54.1, #params (K)=6402026.03 | 30.92 | 91.5 | |
| SwinIR-LightParams=930K, GMACs=642026.05 | 30.91 | 91.51 | |
| OSFFNetScale=x4, Params=537K, Self-Ensemble Strategy=false2025.03 | 30.84 | 91.25 | |
| AWSRAN-MScale=x4, Params=1520K, Self-Ensemble Strategy=false2025.03 | 30.81 | 91.14 | |
| A-CubeNetScale=x4, Params=1520K, Self-Ensemble Strategy=false2025.03 | 30.81 | 91.14 | |
| ESRTScale=x4, Params=751K, Self-Ensemble Strategy=false2025.03 | 30.75 | 91 | |
| RFDNScale=x4, Params=550K, Self-Ensemble Strategy=false2025.03 | 30.58 | 90.89 | |
| IMDNScale=x4, Params=715K, Self-Ensemble Strategy=false2025.03 | 30.45 | 90.75 | |
| CARNScale=x4, Params=1592K, Self-Ensemble Strategy=false2025.03 | 30.42 | 90.7 |