Image Super-Resolution on B100 x2 (test)
32.44PSNRSST-lt+
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SST-lt+Latency (ms)=249.6, Mem (MB)=804, #FLOPs (G)=4903.3, #params (K)=8932026.03 | 32.44 | 90.31 | |
| CATANet†Scale=x2, Params=477K, Self-Ensemble Strategy=true2025.03 | 32.41 | 90.27 | |
| RCANLatency (ms)=299.3, Mem (MB)=626, #FLOPs (G)=3529.7, #params (K)=154452026.03 | 32.41 | 90.27 | |
| ESCLatency (ms)=120.9, Mem (MB)=831, #FLOPs (G)=592.0, #params (K)=9472026.03 | 32.41 | 90.27 | |
| SST-ltLatency (ms)=191.9, Mem (MB)=755, #FLOPs (G)=2057.6, #params (K)=8932026.03 | 32.41 | 90.28 | |
| ASID-D8Latency (ms)=131.2, Mem (MB)=999, #FLOPs (G)=190.5, #params (K)=7322026.03 | 32.4 | 90.28 | |
| ATD-ltLatency (ms)=733.5, Mem (MB)=2839, #FLOPs (G)=380.0, #params (K)=7532026.03 | 32.39 | 90.23 | |
| EchoSRSource=Ours, Scale=x2, # Params=929K2026.05 | 32.38 | 90.22 | |
| HiT-SRFScale=x2, #Para.=847K, FLOPs=226.5G2024.07 | 32.37 | 90.23 | |
| CATANetScale=x2, Params=477K, Self-Ensemble Strategy=false2025.03 | 32.37 | 90.23 | |
| CATANet-LParams=477K2025.03 | 32.37 | — | |
| HiT-SRFLatency (ms)=268.1, Mem (MB)=1804, #FLOPs (G)=226.5, #params (K)=8472026.03 | 32.37 | 90.23 | |
| Omni-SRScale=x2, #Para.=772K, FLOPs=194.5G2024.07 | 32.36 | 90.2 | |
| SRFormer-LScale=x2, #Para.=853K, FLOPs=236.2G2024.07 | 32.36 | 90.19 | |
| OmniSRLatency (ms)=120.3, Mem (MB)=1031, #FLOPs (G)=194.5, #params (K)=7722026.03 | 32.36 | 90.2 | |
| SRFormer-ltLatency (ms)=1456.3, Mem (MB)=1184, #FLOPs (G)=236.3, #params (K)=8532026.03 | 32.36 | 90.19 | |
| MambaIRV2-ltLatency (ms)=580.4, Mem (MB)=2824, #FLOPs (G)=286.3, #params (K)=7742026.03 | 32.36 | 90.19 | |
| OmniSRSource=CVPR23, Scale=x2, # Params=772K2026.05 | 32.36 | 90.2 | |
| SRFormerSource=ICCV23, Scale=x2, # Params=853K2026.05 | 32.36 | 90.19 | |
| HiT-SIRScale=x2, #Para.=772K, FLOPs=209.9G2024.07 | 32.35 | 90.19 | |
| HiT-SNGScale=x2, #Para.=1013K, FLOPs=213.9G2024.07 | 32.35 | 90.2 | |
| HiT-SIRSource=ECCV24, Scale=x2, # Params=772K2026.05 | 32.35 | 90.19 | |
| RDNLatency (ms)=279.3, Mem (MB)=2058, #FLOPs (G)=5096.2, #params (K)=221232026.03 | 32.34 | 90.17 | |
| ATD-LParams=484K2025.03 | 32.33 | — | |
| CRAFTSource=TPAMI25, Scale=x2, # Params=738K2026.05 | 32.33 | 90.16 | |
| EDSRSource=CVPRW17, Scale=x2, # Params=40,730K2026.05 | 32.32 | 90.13 | |
| SwinIR-LScale=x2, #Para.=910K, FLOPs=244.4G2024.07 | 32.31 | 90.12 | |
| SwinIR-NGScale=x2, #Para.=1181K, FLOPs=274.1G2024.07 | 32.31 | 90.13 | |
| SwinIR-lightScale=x2, Params=878K, Self-Ensemble Strategy=false2025.03 | 32.31 | 90.12 | |
| SPINScale=x2, Params=497K, Self-Ensemble Strategy=false2025.03 | 32.31 | 90.15 | |
| SwinIR-ltLatency (ms)=1409.8, Mem (MB)=1287, #FLOPs (G)=244.2, #params (K)=9102026.03 | 32.31 | 90.12 | |
| MambaIR-ltLatency (ms)=277.1, Mem (MB)=1695, #FLOPs (G)=334.2, #params (K)=9052026.03 | 32.31 | 90.13 | |
| SwinIRSource=ICCV21, Scale=x2, # Params=878K2026.05 | 32.31 | 90.12 | |
| LKASRSource=KBS22, Scale=x2, # Params=947K2026.05 | 32.31 | 90.14 | |
| SwinIR-NGSource=CVPR23, Scale=x2, # Params=1,181K2026.05 | 32.31 | 90.13 | |
| MambaIRSource=ECCV24, Scale=x2, # Params=905K2026.05 | 32.31 | 90.13 | |
| MaIRSource=CVPR25, Scale=x2, # Params=878K2026.05 | 32.31 | 90.13 | |
| ELAN-LScale=x2, #Para.=621K, FLOPs=201.3G2024.07 | 32.3 | 90.12 | |
| ELAN-lightScale=x2, Params=582K, Self-Ensemble Strategy=false2025.03 | 32.3 | 90.12 | |
| ELAN-ltLatency (ms)=94.5, Mem (MB)=887, #FLOPs (G)=203.1, #params (K)=6212026.03 | 32.3 | 90.12 | |
| ELANSource=ECCV22, Scale=x2, # Params=621K2026.05 | 32.3 | 90.12 | |
| OSFFNetScale=x2, Params=516K, Self-Ensemble Strategy=false2025.03 | 32.29 | 90.12 | |
| CATANet-MParams=306K2025.03 | 32.29 | — | |
| DiVANetSource=PR23, Scale=x2, # Params=902K2026.05 | 32.29 | 90.12 | |
| SMFANet+Params=480K2025.03 | 32.28 | — | |
| FMENScale=x2, #Para.=748K, FLOPs=172.0G2024.07 | 32.26 | 90.07 | |
| A-CubeNetScale=x2, Params=1380K, Self-Ensemble Strategy=false2025.03 | 32.26 | 90.07 | |
| ATD-MParams=300K2025.03 | 32.26 | — | |
| SRPN-LiteScale=x2, #Para.=609K, FLOPs=139.9G2024.07 | 32.25 | 90.05 | |
| ESRTScale=x2, Params=677K, Self-Ensemble Strategy=false2025.03 | 32.25 | 90.01 | |
| CATANet-SParams=230K2025.03 | 32.25 | — | |
| GASSL-BScale=x2, #Para.=689K, FLOPs=158.2G2024.07 | 32.24 | 90.05 | |
| SeemoRe-TParams=220K, trained_on=DF2K [41]2025.03 | 32.23 | — | |
| HNCTScale=x2, #Para.=357K, FLOPs=82.4G2024.07 | 32.22 | 90.01 | |
| AWSRAN-MScale=x2, Params=1063K, Self-Ensemble Strategy=false2025.03 | 32.21 | 90 | |
| LatticeNetScale=x2, #Para.=756K, FLOPs=169.5G2024.07 | 32.2 | 89.99 | |
| ATD-SParams=229K2025.03 | 32.2 | — | |
| IMDNScale=x2, #Para.=694K, FLOPs=158.8G2024.07 | 32.19 | 89.96 | |
| IMDNScale=x2, Params=694K, Self-Ensemble Strategy=false2025.03 | 32.19 | 89.96 | |
| IMDNSource=MM19, Scale=x2, # Params=694K2026.05 | 32.19 | 89.96 | |
| RFDN-LScale=x2, #Para.=626K, FLOPs=145.8G2024.07 | 32.18 | 89.96 | |
| EDSR-BScale=x2, #Para.=1370K, FLOPs=316.3G2024.07 | 32.16 | 89.94 | |
| RFDNScale=x2, Params=530K, Self-Ensemble Strategy=false2025.03 | 32.16 | 89.94 | |
| DITN-TinyParams=367K2025.03 | 32.16 | — | |
| SAFMNParams=228K2025.03 | 32.16 | — | |
| CARNScale=x2, #Para.=1592K, FLOPs=222.8G2024.07 | 32.09 | 89.78 | |
| CARNScale=x2, Params=1592K, Self-Ensemble Strategy=false2025.03 | 32.09 | 89.78 |