Image Super-Resolution on Set14 x4 scale (test)
29.24PSNRLSM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LSM# Params=12.9M, FLOPs=265G2026.06 | 29.24 | — | |
| HAT# Params=20.8M, FLOPs=412G2026.06 | 29.23 | — | |
| MambaIRv2-B# Params=23.1M, FLOPs=455G2026.06 | 29.23 | — | |
| CATANet†Scale=x4, Params=535K, Self-Ensemble Strategy=true2025.03 | 28.98 | 78.94 | |
| SP-MoMamba-B+Params=559K, GMACs=462026.05 | 28.98 | 78.97 | |
| SST-lt+Latency (ms)=53.0, Mem (MB)=253, #FLOPs (G)=1329.7, #params (K)=9082026.03 | 28.94 | 79.08 | |
| ESCLatency (ms)=21.9, Mem (MB)=215, #FLOPs (G)=149.2, #params (K)=9682026.03 | 28.93 | 79.02 | |
| SST-ltLatency (ms)=36.5, Mem (MB)=205, #FLOPs (G)=517.0, #params (K)=9082026.03 | 28.93 | 78.96 | |
| SP-MoMamba-BParams=559K, GMACs=462026.05 | 28.93 | 78.85 | |
| SeemoRe-LParams=969K, GMACs=502026.05 | 28.92 | 78.81 | |
| CATANetScale=x4, Params=535K, Self-Ensemble Strategy=false2025.03 | 28.9 | 78.8 | |
| ATD-ltLatency (ms)=189.7, Mem (MB)=753, #FLOPs (G)=100.1, #params (K)=7692026.03 | 28.89 | 78.86 | |
| ASID-D8Latency (ms)=61.8, Mem (MB)=265, #FLOPs (G)=49.6, #params (K)=7482026.03 | 28.89 | 78.98 | |
| FECAN-light*Params=749K, GMACs=422026.05 | 28.89 | 78.79 | |
| Freqformer*Params=889K, GMACs=552026.05 | 28.89 | 78.79 | |
| HiT-SRFLatency (ms)=82.1, Mem (MB)=1331, #FLOPs (G)=58.0, #params (K)=8662026.03 | 28.87 | 78.8 | |
| RCANLatency (ms)=52.2, Mem (MB)=540, #FLOPs (G)=917.6, #params (K)=155922026.03 | 28.87 | 78.89 | |
| CRAFTParams=753K, GMACs=522026.05 | 28.85 | 78.72 | |
| MambaIRV2-ltLatency (ms)=153.4, Mem (MB)=748, #FLOPs (G)=75.6, #params (K)=7902026.03 | 28.84 | 78.78 | |
| MambaIRv2-lightParams=790K, GMACs=762026.05 | 28.84 | 78.78 | |
| DMNetParams=588K, GMACs=302026.05 | 28.84 | 78.66 | |
| SRFormer-ltLatency (ms)=287.2, Mem (MB)=329, #FLOPs (G)=62.8, #params (K)=8732026.03 | 28.82 | 78.72 | |
| SRFormer-LightParams=873K, GMACs=632026.05 | 28.82 | 78.72 | |
| CAMixerSRParams=765K, GMACs=542026.05 | 28.82 | 78.7 | |
| RDNLatency (ms)=66.0, Mem (MB)=791, #FLOPs (G)=1309.2, #params (K)=222712026.03 | 28.81 | 78.71 | |
| SPINScale=x4, Params=555K, Self-Ensemble Strategy=false2025.03 | 28.8 | 78.62 | |
| SPINParams=555K, GMACs=902026.05 | 28.8 | 78.62 | |
| ELAN-lightScale=x4, Params=601K, Self-Ensemble Strategy=false2025.03 | 28.78 | 78.58 | |
| ELAN-ltLatency (ms)=18.0, Mem (MB)=241, #FLOPs (G)=54.1, #params (K)=6402026.03 | 28.78 | 78.58 | |
| OmniSRLatency (ms)=22.5, Mem (MB)=273, #FLOPs (G)=50.9, #params (K)=7922026.03 | 28.78 | 78.59 | |
| SwinIR-lightScale=x4, Params=897K, Self-Ensemble Strategy=false2025.03 | 28.77 | 78.58 | |
| SwinIR-ltLatency (ms)=222.9, Mem (MB)=351, #FLOPs (G)=63.6, #params (K)=9302026.03 | 28.77 | 78.58 | |
| SwinIR-LightParams=930K, GMACs=642026.05 | 28.77 | 78.58 | |
| OSFFNetScale=x4, Params=537K, Self-Ensemble Strategy=false2025.03 | 28.75 | 78.52 | |
| MambaIR-ltLatency (ms)=55.8, Mem (MB)=438, #FLOPs (G)=84.6, #params (K)=9242026.03 | 28.74 | 78.47 | |
| MambaIR-lightParams=924K, GMACs=852026.05 | 28.74 | 78.47 | |
| AWSRAN-MScale=x4, Params=1520K, Self-Ensemble Strategy=false2025.03 | 28.72 | 78.47 | |
| A-CubeNetScale=x4, Params=1520K, Self-Ensemble Strategy=false2025.03 | 28.72 | 78.47 | |
| ESRTScale=x4, Params=751K, Self-Ensemble Strategy=false2025.03 | 28.69 | 78.33 | |
| RFDNScale=x4, Params=550K, Self-Ensemble Strategy=false2025.03 | 28.61 | 78.19 | |
| CARNScale=x4, Params=1592K, Self-Ensemble Strategy=false2025.03 | 28.6 | 78.06 | |
| IMDNScale=x4, Params=715K, Self-Ensemble Strategy=false2025.03 | 28.58 | 78.11 |