Image Super-Resolution on Set5 x3 scale (test)
34.84PSNRASID-D8
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ASID-D8Latency (ms)=61.9, Mem (MB)=460, #FLOPs (G)=86.4, #params (K)=7392026.03 | 34.84 | 0.9307 | |
| ESCLatency (ms)=41.4, Mem (MB)=385, #FLOPs (G)=267.6, #params (K)=9552026.03 | 34.84 | 0.9308 | |
| CATANet†Scale=x3, Params=550K, Self-Ensemble Strategy=true2025.03 | 34.83 | 0.9307 | |
| SST-lt+Latency (ms)=98.1, Mem (MB)=432, #FLOPs (G)=2397.7, #params (K)=9002026.03 | 34.8 | 0.9308 | |
| SST-ltLatency (ms)=69.2, Mem (MB)=359, #FLOPs (G)=954.1, #params (K)=9002026.03 | 34.79 | 0.9305 | |
| HiT-SRFScale=x3, #Para.=855K, FLOPs=101.6G2024.07 | 34.75 | 0.93 | |
| CATANetScale=x3, Params=550K, Self-Ensemble Strategy=false2025.03 | 34.75 | 0.93 | |
| HiT-SRFLatency (ms)=124.9, Mem (MB)=1464, #FLOPs (G)=101.6, #params (K)=8552026.03 | 34.75 | 0.93 | |
| SP-MoMamba-B+Params=550K, GMACs=752026.05 | 34.75 | 0.9302 | |
| HiT-SNGScale=x3, #Para.=1021K, FLOPs=99.5G2024.07 | 34.74 | 0.9297 | |
| ATD-ltLatency (ms)=274.4, Mem (MB)=1258, #FLOPs (G)=168.0, #params (K)=7602026.03 | 34.74 | 0.93 | |
| RCANLatency (ms)=85.1, Mem (MB)=560, #FLOPs (G)=1586.1, #params (K)=156292026.03 | 34.74 | 0.9299 | |
| HiT-SIRScale=x3, #Para.=780K, FLOPs=94.2G2024.07 | 34.72 | 0.9298 | |
| MambaIRV2-ltLatency (ms)=259.0, Mem (MB)=1250, #FLOPs (G)=126.7, #params (K)=7812026.03 | 34.71 | 0.9298 | |
| RDNLatency (ms)=146.5, Mem (MB)=985, #FLOPs (G)=2281.2, #params (K)=223082026.03 | 34.71 | 0.9296 | |
| CRAFTParams=744K, GMACs=882026.05 | 34.71 | 0.9295 | |
| MambaIRv2-lightParams=781K, GMACs=1272026.05 | 34.71 | 0.9297 | |
| DMNetParams=579K, GMACs=522026.05 | 34.71 | 0.9295 | |
| SP-MoMamba-BParams=550K, GMACs=752026.05 | 34.71 | 0.9297 | |
| Omni-SRScale=x3, #Para.=780K, FLOPs=88.4G2024.07 | 34.7 | 0.9294 | |
| OmniSRLatency (ms)=41.2, Mem (MB)=476, #FLOPs (G)=88.4, #params (K)=7802026.03 | 34.7 | 0.9294 | |
| SeemoRe-LParams=959K, GMACs=872026.05 | 34.7 | 0.9297 | |
| SRFormer-LScale=x3, #Para.=861K, FLOPs=104.8G2024.07 | 34.67 | 0.9296 | |
| SRFormer-ltLatency (ms)=530.5, Mem (MB)=537, #FLOPs (G)=105.4, #params (K)=8612026.03 | 34.67 | 0.9296 | |
| SRFormer-LightParams=861K, GMACs=1052026.05 | 34.67 | 0.9296 | |
| SPINScale=x3, Params=569K, Self-Ensemble Strategy=false2025.03 | 34.65 | 0.9293 | |
| SPINParams=569K, GMACs=1762026.05 | 34.65 | 0.9293 | |
| SwinIR-NGScale=x3, #Para.=1190K, FLOPs=114.1G2024.07 | 34.64 | 0.9293 | |
| ELAN-lightScale=x3, Params=590K, Self-Ensemble Strategy=false2025.03 | 34.64 | 0.9288 | |
| MambaIR-ltLatency (ms)=109.3, Mem (MB)=760, #FLOPs (G)=148.5, #params (K)=9132026.03 | 34.63 | 0.9288 | |
| MambaIR-lightParams=913K, GMACs=1492026.05 | 34.63 | 0.9288 | |
| SwinIR-LScale=x3, #Para.=918K, FLOPs=110.8G2024.07 | 34.62 | 0.9289 | |
| SwinIR-lightScale=x3, Params=886K, Self-Ensemble Strategy=false2025.03 | 34.62 | 0.9289 | |
| SwinIR-ltLatency (ms)=331.7, Mem (MB)=596, #FLOPs (G)=110.8, #params (K)=9182026.03 | 34.62 | 0.9289 | |
| SwinIR-LightParams=918K, GMACs=1112026.05 | 34.62 | 0.9289 | |
| ELAN-LScale=x3, #Para.=629K, FLOPs=89.5G2024.07 | 34.61 | 0.9288 | |
| ELAN-ltLatency (ms)=32.5, Mem (MB)=399, #FLOPs (G)=90.1, #params (K)=6292026.03 | 34.61 | 0.9288 | |
| OSFFNetScale=x3, Params=524K, Self-Ensemble Strategy=false2025.03 | 34.58 | 0.9287 | |
| DUKDArchitecture=SwinIR, Scale=x32023.09 | 34.55 | 0.9285 | |
| A-CubeNetScale=x3, Params=1560K, Self-Ensemble Strategy=false2025.03 | 34.53 | 0.9281 | |
| RFDN-LScale=x3, #Para.=633K, FLOPs=65.6G2024.07 | 34.47 | 0.928 | |
| SRPN-LiteScale=x3, #Para.=615K, FLOPs=62.7G2024.07 | 34.47 | 0.9276 | |
| GASSL-BScale=x3, #Para.=691K, FLOPs=70.4G2024.07 | 34.47 | 0.9278 | |
| HNCTScale=x3, #Para.=363K, FLOPs=37.8G2024.07 | 34.47 | 0.9275 | |
| FMENScale=x3, #Para.=757K, FLOPs=77.2G2024.07 | 34.45 | 0.9275 | |
| KDArchitecture=SwinIR, Scale=x32023.09 | 34.44 | 0.9275 | |
| AWSRAN-MScale=x3, Params=1143K, Self-Ensemble Strategy=false2025.03 | 34.42 | 0.9275 | |
| ESRTScale=x3, Params=770K, Self-Ensemble Strategy=false2025.03 | 34.42 | 0.9268 | |
| ScratchArchitecture=SwinIR, Scale=x32023.09 | 34.41 | 0.9273 | |
| RFDNScale=x3, Params=540K, Self-Ensemble Strategy=false2025.03 | 34.41 | 0.9273 | |
| LatticeNetScale=x3, #Para.=765K, FLOPs=76.3G2024.07 | 34.4 | 0.9272 | |
| EDSR-BScale=x3, #Para.=1555K, FLOPs=160.2G2024.07 | 34.37 | 0.927 | |
| IMDNScale=x3, #Para.=703K, FLOPs=71.5G2024.07 | 34.36 | 0.927 | |
| IMDNScale=x3, Params=703K, Self-Ensemble Strategy=false2025.03 | 34.36 | 0.927 | |
| CARNScale=x3, #Para.=1592K, FLOPs=118.8G2024.07 | 34.29 | 0.9255 | |
| CARNScale=x3, Params=1592K, Self-Ensemble Strategy=false2025.03 | 34.29 | 0.9255 |