Super-resolution on B100 (test)
32.65PSNRATD
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ATDScale=2x2024.11 | 32.65 | — | — | — | — | — | — | — | — | |
| MambaIRv2Scale=2x2024.11 | 32.62 | — | — | — | — | — | — | — | — | |
| MaIR+Scale=x22024.12 | 32.62 | 0.9053 | — | — | — | — | — | — | — | |
| MaIRScale=x22024.12 | 32.59 | 0.9049 | — | — | — | — | — | — | — | |
| MambaIRScale=x22024.12 | 32.58 | 0.9048 | — | — | — | — | — | — | — | |
| SRFormerScale=x22024.12 | 32.57 | 0.9046 | — | — | — | — | — | — | — | |
| SwinIRScale=x22024.12 | 32.53 | 0.9041 | — | — | — | — | — | — | — | |
| SST-lt+Scale=×2, Latency (ms)=249.6, Mem (mb)=804, #FLOPs (G)=4903.3, #params (K)=8932026.03 | 32.53 | 0.9042 | — | — | — | — | — | — | — | |
| ESCScale=×2, Latency (ms)=120.9, Mem (mb)=831, #FLOPs (G)=592.0, #params (K)=9472026.03 | 32.5 | 0.9036 | — | — | — | — | — | — | — | |
| SST-ltScale=×2, Latency (ms)=191.9, Mem (mb)=755, #FLOPs (G)=2057.6, #params (K)=8932026.03 | 32.5 | 0.9038 | — | — | — | — | — | — | — | |
| CLITEncoder=SwinIR, Upsampling Scale=x22023.03 | 32.49 | — | — | — | — | — | — | — | — | |
| IPTScale=x22024.12 | 32.48 | — | — | — | — | — | — | — | — | |
| ELANScale=x22024.12 | 32.45 | 0.903 | — | — | — | — | — | — | — | |
| HiT-SRFScale=×2, Latency (ms)=268.1, Mem (mb)=1804, #FLOPs (G)=226.5, #params (K)=8472026.03 | 32.45 | 0.9031 | — | — | — | — | — | — | — | |
| SwinIREncoder=SwinIR, Upsampling Scale=x22023.03 | 32.44 | — | — | — | — | — | — | — | — | |
| LTEEncoder=SwinIR, Upsampling Scale=x22023.03 | 32.44 | — | — | — | — | — | — | — | — | |
| NLSAScale=x22024.12 | 32.43 | 0.9027 | — | — | — | — | — | — | — | |
| ATD-ltScale=×2, Latency (ms)=733.5, Mem (mb)=2839, #FLOPs (G)=380.0, #params (K)=7532026.03 | 32.43 | 0.9027 | — | — | — | — | — | — | — | |
| SANScale=x22024.12 | 32.42 | 0.9028 | — | — | — | — | — | — | — | |
| SRFormer-ltScale=×2, Latency (ms)=1838.1, Mem (mb)=1184, #FLOPs (G)=236.3, #params (K)=8532026.03 | 32.42 | 0.9026 | — | — | — | — | — | — | — | |
| RDN+Scale=x2, Degradation Model=BI2018.12 | 32.41 | 0.903 | — | — | — | — | — | — | — | |
| RCANScale=x2, Kernel Width=0, Time=170ms2021.04 | 32.41 | — | — | — | — | — | — | — | — | |
| HANScale=x22024.12 | 32.41 | 0.9027 | — | — | — | — | — | — | — | |
| IGNNScale=x22024.12 | 32.41 | 0.9025 | — | — | — | — | — | — | — | |
| SAFMNScale=x22023.02 | 32.39 | 0.9024 | — | — | — | — | — | — | — | |
| CLITEncoder=RDN, Upsampling Scale=x22023.03 | 32.39 | — | — | — | — | — | — | — | — | |
| Meta-SREncoder=SwinIR, Upsampling Scale=x22023.03 | 32.39 | — | — | — | — | — | — | — | — | |
| LIIFEncoder=SwinIR, Upsampling Scale=x22023.03 | 32.39 | — | — | — | — | — | — | — | — | |
| LTEEncoder=RDN, Upsampling Scale=x22023.03 | 32.36 | — | — | — | — | — | — | — | — | |
| UltraSREncoder=RDN, Upsampling Scale=x22023.03 | 32.35 | — | — | — | — | — | — | — | — | |
| RDNScale=x22019.07 | 32.34 | 0.9017 | — | — | — | — | — | — | — | |
| GMFNScale=x22019.07 | 32.34 | 0.9017 | — | — | — | — | — | — | — | |
| RDNEncoder=RDN, Upsampling Scale=x22023.03 | 32.34 | — | — | — | — | — | — | — | — | |
| Meta-SREncoder=RDN, Upsampling Scale=x22023.03 | 32.33 | — | — | — | — | — | — | — | — | |
| EDSRScale=x22019.07 | 32.32 | 0.9013 | — | — | — | — | — | — | — | |
| EDSRScale=x22023.02 | 32.32 | 0.9013 | — | — | — | — | — | — | — | |
| LIIFEncoder=RDN, Upsampling Scale=x22023.03 | 32.32 | — | — | — | — | — | — | — | — | |
| SA-ConvBaseline=RCAN, Scale=x2, #Param.=4.44M2026.05 | 32.319 | 0.9043 | — | — | — | — | — | — | — | |
| IPEEncoder=RDN, Upsampling Scale=x22023.03 | 32.31 | — | — | — | — | — | — | — | — | |
| TL-ConvBaseline=RCAN, Scale=x2, #Param.=4.41M2026.05 | 32.303 | 0.9042 | — | — | — | — | — | — | — | |
| SA-ConvBaseline=EDSR, Scale=x2, #Param.=8.96M2026.05 | 32.298 | 0.9041 | — | — | — | — | — | — | — | |
| F-convBaseline=RCAN, Scale=x2, #Param.=4.41M2026.05 | 32.293 | 0.9039 | — | — | — | — | — | — | — | |
| SRFBNScale=x22019.07 | 32.29 | 0.901 | — | — | — | — | — | — | — | |
| SA-ConvBaseline=RDN, Scale=x2, #Param.=7.75M2026.05 | 32.278 | 0.9039 | — | — | — | — | — | — | — | |
| TL-ConvBaseline=EDSR, Scale=x2, #Param.=8.92M2026.05 | 32.275 | 0.9039 | — | — | — | — | — | — | — | |
| B-convBaseline=RCAN, Scale=x2, #Param.=4.41M2026.05 | 32.274 | 0.9037 | — | — | — | — | — | — | — | |
| D-DBPNScale=x22019.07 | 32.27 | 0.9 | — | — | — | — | — | — | — | |
| RDNScale=x2, Degradation Model=BI2018.12 | 32.27 | 0.9025 | — | — | — | — | — | — | — | |
| F-convBaseline=RDN, Scale=x2, #Param.=7.71M2026.05 | 32.267 | 0.9038 | — | — | — | — | — | — | — | |
| B-convBaseline=EDSR, Scale=x2, #Param.=8.92M2026.05 | 32.263 | 0.9038 | — | — | — | — | — | — | — | |
| Har-NetBaseline=RDN, Scale=x2, #Param.=4.76M2026.05 | 32.26 | 0.9038 | — | — | — | — | — | — | — | |
| TL-ConvBaseline=RDN, Scale=x2, #Param.=7.71M2026.05 | 32.253 | 0.9036 | — | — | — | — | — | — | — | |
| B-convBaseline=RDN, Scale=x2, #Param.=7.71M2026.05 | 32.245 | 0.9035 | — | — | — | — | — | — | — | |
| G-CNNBaseline=RCAN, Scale=x2, #Param.=3.21M2026.05 | 32.243 | 0.9036 | — | — | — | — | — | — | — | |
| CNNBaseline=RCAN, Scale=x2, #Param.=12.37M2026.05 | 32.24 | 0.9034 | — | — | — | — | — | — | — | |
| F-convBaseline=EDSR, Scale=x2, #Param.=8.92M2026.05 | 32.239 | 0.9034 | — | — | — | — | — | — | — | |
| G-CNNBaseline=RDN, Scale=x2, #Param.=5.61M2026.05 | 32.217 | 0.9032 | — | — | — | — | — | — | — | |
| CNNBaseline=RDN, Scale=x2, #Param.=22.12M2026.05 | 32.215 | 0.9031 | — | — | — | — | — | — | — | |
| G-CNNBaseline=EDSR, Scale=x2, #Param.=7.09M2026.05 | 32.209 | 0.9027 | — | — | — | — | — | — | — | |
| CNNBaseline=EDSR, Scale=x2, #Param.=21.85M2026.05 | 32.201 | 0.9029 | — | — | — | — | — | — | — | |
| IMDNScale=x2, #Params [K]=694, #FLOPs [G]=161, #Acts [M]=4232023.02 | 32.19 | 0.8996 | — | — | — | — | — | — | — | |
| LAPAR-AScale=x2, #Params [K]=548, #FLOPs [G]=171, #Acts [M]=6562023.02 | 32.19 | 0.8999 | — | — | — | — | — | — | — | |
| NLRNScale=x22019.07 | 32.18 | 0.8991 | — | — | — | — | — | — | — | |
| PANScale=x2, #Params [K]=261, #FLOPs [G]=71, #Acts [M]=6772023.02 | 32.18 | 0.8997 | — | — | — | — | — | — | — | |
| E2-CNNBaseline=RDN, Scale=x2, #Param.=4.31M2026.05 | 32.178 | 0.9028 | — | — | — | — | — | — | — | |
| SMSRScale=x2, #Params [K]=985, #FLOPs [G]=1322023.02 | 32.17 | 0.899 | — | — | — | — | — | — | — | |
| ShuffleMixerScale=x2, #Params [K]=394, #FLOPs [G]=91, #Acts [M]=8322023.02 | 32.17 | 0.8995 | — | — | — | — | — | — | — | |
| Har-NetBaseline=EDSR, Scale=x2, #Param.=32.1612026.05 | 32.161 | 0.9025 | — | — | — | — | — | — | — | |
| EDSR-baselineScale=x2, #Params [K]=1370, #FLOPs [G]=316, #Acts [M]=5632023.02 | 32.16 | 0.8994 | — | — | — | — | — | — | — | |
| SAFMNScale=x2, #Params [K]=228, #FLOPs [G]=52, #Acts [M]=2992023.02 | 32.16 | 0.8995 | — | — | — | — | — | — | — | |
| E2-CNNBaseline=EDSR, Scale=x2, #Param.=5.36M2026.05 | 32.148 | 0.9024 | — | — | — | — | — | — | — | |
| ECBSR-M16C64Scale=x2, #Params [K]=596, #FLOPs [G]=137, #Acts [M]=252*2023.02 | 32.1 | 0.9018 | — | — | — | — | — | — | — | |
| CARNScale=x2, #Params [K]=1592, #FLOPs [G]=223, #Acts [M]=5222023.02 | 32.09 | 0.8978 | — | — | — | — | — | — | — | |
| Har-NetBaseline=RCAN, Scale=x2, #Param.=2.71M2026.05 | 32.06 | 0.9012 | — | — | — | — | — | — | — | |
| DRRNScale=x22019.07 | 32.05 | 0.8973 | — | — | — | — | — | — | — | |
| E2-CNNBaseline=RCAN, Scale=x2, #Param.=2.02M2026.05 | 32.035 | 0.9009 | — | — | — | — | — | — | — | |
| DASRScale=x2, Kernel Width=0, Time=71ms2021.04 | 32.03 | — | — | — | — | — | — | — | — | |
| DSRNetUpsampling Factor=x22023.10 | 31.96 | 0.8965 | — | — | — | — | — | — | — | |
| CARN-MScale=x2, #Params [K]=415, #FLOPs [G]=91, #Acts [M]=6552023.02 | 31.92 | 0.896 | — | — | — | — | — | — | — | |
| PDO-eConvBaseline=RCAN, Scale=x2, #Param.=1.68M2026.05 | 31.916 | 0.8994 | — | — | — | — | — | — | — | |
| CNFUpsampling Factor=x22023.10 | 31.91 | 0.8962 | — | — | — | — | — | — | — | |
| VDSRScale=x22015.11 | 31.9 | 0.896 | 0.16 | — | — | — | — | — | — | |
| VDSRScale=x22019.07 | 31.9 | 0.896 | — | — | — | — | — | — | — | |
| VDSRScale=x2, #Params [K]=665, #FLOPs [G]=613, #Acts [M]=11202023.02 | 31.9 | 0.896 | — | — | — | — | — | — | — | |
| DnCNNUpsampling Factor=x22023.10 | 31.9 | 0.8961 | — | — | — | — | — | — | — | |
| VDSRUpsampling Factor=x22023.10 | 31.9 | 0.896 | — | — | — | — | — | — | — | |
| VDSRscale=x22019.10 | 31.89 | 0.8956 | 0.17 | — | — | — | — | — | — | |
| PDO-eConvBaseline=EDSR, Scale=x2, #Param.=4.73M2026.05 | 31.871 | 0.8985 | — | — | — | — | — | — | — | |
| FDSRUpsampling Factor=x22023.10 | 31.87 | 0.8847 | — | — | — | — | — | — | — | |
| RC-Net without BNscale=x22019.10 | 31.86 | 0.8959 | 0.52 | — | — | — | — | — | — | |
| DRCNUpsampling Factor=x22023.10 | 31.85 | 0.8942 | — | — | — | — | — | — | — | |
| LapSRNScale=x2, #Params [K]=813, #FLOPs [G]=30, #Acts [M]=2232023.02 | 31.8 | 0.895 | — | — | — | — | — | — | — | |
| LapSRNUpsampling Factor=x22023.10 | 31.8 | 0.895 | — | — | — | — | — | — | — | |
| DASRScale=x2, Kernel Width=0.6, Time=71ms2021.04 | 31.78 | — | — | — | — | — | — | — | — | |
| DASRScale=x2, Kernel Width=1.2, Time=71ms2021.04 | 31.71 | — | — | — | — | — | — | — | — | |
| MSDEPCUpsampling Factor=x22023.10 | 31.64 | 0.8961 | — | — | — | — | — | — | — | |
| ESCNUpsampling Factor=x22023.10 | 31.54 | 0.8909 | — | — | — | — | — | — | — | |
| FSRCNNScale=x2, #Params [K]=12, #FLOPs [G]=6, #Acts [M]=412023.02 | 31.53 | 0.892 | — | — | — | — | — | — | — | |
| FSRCNNUpsampling Factor=x22023.10 | 31.53 | 0.892 | — | — | — | — | — | — | — | |
| PDO-eConvBaseline=RDN, Scale=x2, #Param.=2.86M2026.05 | 31.429 | 0.8933 | — | — | — | — | — | — | — |