Single Image Super-Resolution on Urban100 (test)
35.11PSNRDRCT-L
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DRCT-LScale=x2, Training Dataset=DF2K, Progressive training strategy=true2024.03 | 35.11 | 0.9506 | |
| DRCTScale=x2, Training Dataset=DF2K2024.03 | 34.44 | 0.9464 | |
| MaIR+Scale=x22024.12 | 34.38 | 0.9462 | |
| SST-lt+Scale=×2, Latency (ms)=249.6, Mem (mb)=804, #FLOPs (G)=4903.3, #params (K)=8932026.03 | 34.31 | 0.9452 | |
| MaIRScale=x22024.12 | 34.19 | 0.9451 | |
| MambaIR+scale=x22024.02 | 34.17 | 0.9443 | |
| MambaIRscale=x22024.02 | 34.15 | 0.9446 | |
| MambaIRScale=x22024.12 | 34.15 | 0.9446 | |
| SRFormerscale=x22024.02 | 34.09 | 0.9449 | |
| SRFormerScale=x22024.12 | 34.09 | 0.9449 | |
| SST-ltScale=×2, Latency (ms)=191.9, Mem (mb)=755, #FLOPs (G)=2057.6, #params (K)=8932026.03 | 34.03 | 0.9436 | |
| ESCScale=×2, Latency (ms)=120.9, Mem (mb)=831, #FLOPs (G)=592.0, #params (K)=9472026.03 | 33.86 | 0.9424 | |
| SwinIRscale=x22024.02 | 33.81 | 0.9427 | |
| SwinIRScale=x22024.12 | 33.81 | 0.9427 | |
| IPTscale=x22024.02 | 33.76 | — | |
| IPTScale=x22024.12 | 33.76 | — | |
| ATD-ltScale=×2, Latency (ms)=733.5, Mem (mb)=2839, #FLOPs (G)=380.0, #params (K)=7532026.03 | 33.62 | 0.9401 | |
| HiT-SRFScale=×2, Latency (ms)=268.1, Mem (mb)=1804, #FLOPs (G)=226.5, #params (K)=8472026.03 | 33.58 | 0.9404 | |
| ELANscale=x22024.02 | 33.44 | 0.9391 | |
| ELANScale=x22024.12 | 33.44 | 0.9391 | |
| NLSAscale=x22024.02 | 33.42 | 0.9394 | |
| NLSAScale=x22024.12 | 33.42 | 0.9394 | |
| SRFormer-ltScale=×2, Latency (ms)=1838.1, Mem (mb)=1184, #FLOPs (G)=236.3, #params (K)=8532026.03 | 33.37 | 0.9386 | |
| RDN+Scale=x2, Degradation Model=BI2018.12 | 33.36 | 0.9388 | |
| HANscale=x22024.02 | 33.35 | 0.9385 | |
| HANScale=x22024.12 | 33.35 | 0.9385 | |
| RCANscale=x22024.02 | 33.34 | 0.9384 | |
| MambaIRv2-lightScale=×2, Params=774K, FLOPs=286.3G2025.11 | 33.26 | 0.9378 | |
| CSNLNscale=x22024.02 | 33.25 | 0.9386 | |
| IGNNscale=x22024.02 | 33.23 | 0.9383 | |
| IGNNScale=x22024.12 | 33.23 | 0.9383 | |
| RDNScale=x2, Degradation Model=BI2018.12 | 33.17 | 0.9377 | |
| SANscale=x22024.02 | 33.1 | 0.937 | |
| SANScale=x22024.12 | 33.1 | 0.937 | |
| SAFMNScale=x22023.02 | 33.06 | 0.9366 | |
| GMFNScale=x22019.07 | 32.96 | 0.9361 | |
| EDSRScale=x22019.07 | 32.93 | 0.9351 | |
| EDSRScale=x22023.02 | 32.93 | 0.9351 | |
| EDSRscale=x22024.02 | 32.93 | 0.9351 | |
| RDNScale=x22019.07 | 32.89 | 0.9353 | |
| CRAFTScale=x2, #Params=737K2023.08 | 32.86 | 0.9343 | |
| SA-ConvBaseline=RCAN, Scale=x2, #Param.=4.44M2026.05 | 32.803 | 0.9353 | |
| SwinIR-lightScale=x2, #Params=878K2023.08 | 32.76 | 0.934 | |
| ELAN-lightScale=x2, #Params=582K2023.08 | 32.76 | 0.934 | |
| TL-ConvBaseline=RCAN, Scale=x2, #Param.=4.41M2026.05 | 32.7 | 0.9343 | |
| F-convBaseline=RCAN, Scale=x2, #Param.=4.41M2026.05 | 32.691 | 0.9341 | |
| SA-ConvBaseline=EDSR, Scale=x2, #Param.=8.96M2026.05 | 32.673 | 0.9345 | |
| SRFBNScale=x22019.07 | 32.62 | 0.9328 | |
| SA-ConvBaseline=RDN, Scale=x2, #Param.=7.75M2026.05 | 32.611 | 0.9341 | |
| ESRTScale=x2, #Params=777K2023.08 | 32.58 | 0.9318 | |
| TL-ConvBaseline=EDSR, Scale=x2, #Param.=8.92M2026.05 | 32.554 | 0.9337 | |
| D-DBPNScale=x22019.07 | 32.55 | 0.9324 | |
| B-convBaseline=RCAN, Scale=x2, #Param.=4.41M2026.05 | 32.537 | 0.9328 | |
| TL-ConvBaseline=RDN, Scale=x2, #Param.=7.71M2026.05 | 32.522 | 0.9331 | |
| F-convBaseline=RDN, Scale=x2, #Param.=7.71M2026.05 | 32.514 | 0.9331 | |
| Har-NetBaseline=RDN, Scale=x2, #Param.=4.76M2026.05 | 32.492 | 0.9333 | |
| B-convBaseline=EDSR, Scale=x2, #Param.=8.92M2026.05 | 32.489 | 0.933 | |
| B-convBaseline=RDN, Scale=x2, #Param.=7.71M2026.05 | 32.486 | 0.933 | |
| G-CNNBaseline=RCAN, Scale=x2, #Param.=3.21M2026.05 | 32.396 | 0.9324 | |
| HPUN-LScale=x2, #Params=714K2023.08 | 32.37 | 0.9307 | |
| CNNBaseline=RCAN, Scale=x2, #Param.=12.37M2026.05 | 32.359 | 0.9316 | |
| F-convBaseline=EDSR, Scale=x2, #Param.=8.92M2026.05 | 32.357 | 0.9313 | |
| G-CNNBaseline=EDSR, Scale=x2, #Param.=7.09M2026.05 | 32.269 | 0.9306 | |
| LatticeNetScale=x2, #Params=756K2023.08 | 32.25 | 0.9288 | |
| G-CNNBaseline=RDN, Scale=x2, #Param.=5.61M2026.05 | 32.237 | 0.9304 | |
| CNNBaseline=RDN, Scale=x2, #Param.=22.12M2026.05 | 32.23 | 0.9303 | |
| SMSRScale=x2, #Params [K]=985, #FLOPs [G]=1322023.02 | 32.19 | 0.9284 | |
| IMDNScale=x2, #Params [K]=694, #FLOPs [G]=161, #Acts [M]=4232023.02 | 32.17 | 0.9283 | |
| IMDNScale=x2, #Params=694K2023.08 | 32.17 | 0.9283 | |
| CNNBaseline=EDSR, Scale=x2, #Param.=21.85M2026.05 | 32.17 | 0.9297 | |
| LAPAR-AScale=x2, #Params [K]=548, #FLOPs [G]=171, #Acts [M]=6562023.02 | 32.1 | 0.9283 | |
| LAPAR-AScale=x2, #Params=548k2023.08 | 32.1 | 0.9283 | |
| E2-CNNBaseline=RDN, Scale=x2, #Param.=4.31M2026.05 | 32.095 | 0.9294 | |
| PANScale=x2, #Params [K]=261, #FLOPs [G]=71, #Acts [M]=6772023.02 | 32.01 | 0.9273 | |
| E2-CNNBaseline=EDSR, Scale=x2, #Param.=5.36M2026.05 | 31.992 | 0.9283 | |
| Har-NetBaseline=EDSR, Scale=x2, #Param.=6.30M2026.05 | 31.986 | 0.9281 | |
| EDSR-baselineScale=x2, #Params [K]=1370, #FLOPs [G]=316, #Acts [M]=5632023.02 | 31.98 | 0.9272 | |
| EDSR-baselineScale=x2, #Params=1370K2023.08 | 31.98 | 0.9272 | |
| CARNScale=x2, #Params [K]=1592, #FLOPs [G]=223, #Acts [M]=5222023.02 | 31.92 | 0.9256 | |
| CARNScale=x2, #Params=1592K2023.08 | 31.92 | 0.9256 | |
| ShuffleMixerScale=x2, #Params [K]=394, #FLOPs [G]=91, #Acts [M]=8322023.02 | 31.89 | 0.9257 | |
| SAFMNScale=x2, #Params [K]=228, #FLOPs [G]=52, #Acts [M]=2992023.02 | 31.84 | 0.9256 | |
| NLRNScale=x22019.07 | 31.77 | 0.9243 | |
| ECBSR-M16C64Scale=x2, #Params [K]=596, #FLOPs [G]=137, #Acts [M]=252*2023.02 | 31.71 | 0.925 | |
| Har-NetBaseline=RCAN, Scale=x2, #Param.=2.71M2026.05 | 31.557 | 0.9237 | |
| E2-CNNBaseline=RCAN, Scale=x2, #Param.=2.02M2026.05 | 31.55 | 0.9238 | |
| SRMDNFScale Factor=x2, Degradation=bicubic2017.12 | 31.33 | 0.92 | |
| DRRNScale=x22019.07 | 31.23 | 0.9188 | |
| CARN-MScale=x2, #Params [K]=415, #FLOPs [G]=91, #Acts [M]=6552023.02 | 31.23 | 0.9193 | |
| DRCT-LScale=x3, Training Dataset=DF2K, Progressive training strategy=true2024.03 | 31.14 | 0.9004 | |
| PDO-eConvBaseline=RCAN, Scale=x2, #Param.=1.68M2026.05 | 31.082 | 0.9181 | |
| DRRNScale Factor=x2, Degradation=bicubic2017.12 | 31.02 | 0.916 | |
| PDO-eConvBaseline=EDSR, Scale=x2, #Param.=4.73M2026.05 | 30.912 | 0.9159 | |
| SRMDScale Factor=x2, Degradation=bicubic2017.12 | 30.89 | 0.916 | |
| LapSRNScale Factor=x2, Degradation=bicubic2017.12 | 30.82 | 0.915 | |
| VDSRScale=x22019.07 | 30.77 | 0.914 | |
| VDSRScale Factor=x2, Degradation=bicubic2017.12 | 30.76 | 0.914 | |
| VDSRScale=x2, #Params [K]=665, #FLOPs [G]=613, #Acts [M]=11202023.02 | 30.76 | 0.914 | |
| LapSRNScale=x2, #Params [K]=813, #FLOPs [G]=30, #Acts [M]=2232023.02 | 30.41 | 0.91 | |
| DRCTScale=x3, Training Dataset=DF2K2024.03 | 30.34 | 0.891 |