Image Super-Resolution on Manga109 x2 (test)
41PSNRCFAT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CFATScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 41 | 98.38 | |
| CPAT†Scale=x2, Self-ensemble=true2024.07 | 40.59 | 98.16 | |
| CPATScale=x22024.07 | 40.48 | 98.14 | |
| EDTScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 40.37 | 98.11 | |
| SP-MoMamba-B+Params=543K, GMACs=1702026.05 | 40.35 | 98.3 | |
| LSM# Params=12.8M, FLOPs=255.0G2026.06 | 40.35 | 98.09 | |
| DATScale=x22023.08 | 40.33 | 98.07 | |
| DATScale=x22024.07 | 40.33 | 98.07 | |
| HATScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 40.26 | 98.09 | |
| HATScale=x22024.07 | 40.26 | 98.09 | |
| LSM-S# Params=9.7M, FLOPs=193.5G2026.06 | 40.25 | 98.05 | |
| ARTScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 40.24 | 98.08 | |
| CFAT-sScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 40.24 | 97.99 | |
| SP-MoMamba-BParams=543K, GMACs=1702026.05 | 40.18 | 98.27 | |
| RGT-S# Params=10.1M, FLOPs=183.1G2026.06 | 40.18 | 98.05 | |
| ACTScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 40.11 | 98.07 | |
| CAT-AScale=x22023.08 | 40.1 | 98.05 | |
| CAT-AScale=x22024.07 | 40.1 | 98.05 | |
| CAT-A# Params=16.5M, FLOPs=350.7G2026.06 | 40.1 | 98.05 | |
| SwinIRScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 40.02 | 98 | |
| SwinIRScale=x22024.07 | 39.92 | 97.97 | |
| SwinIR# Params=11.8M, FLOPs=205.3G2026.06 | 39.92 | 97.97 | |
| Swin2SRScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 39.88 | 97.98 | |
| RCAN-itScale=x22024.07 | 39.88 | 97.99 | |
| ELANScale=x22024.07 | 39.62 | 97.93 | |
| NLSAScale=x22024.07 | 39.59 | 97.89 | |
| SST-lt+Latency (ms)=249.6, Mem (MB)=804, #FLOPs (G)=4903.3, #params (K)=8932026.03 | 39.59 | 97.88 | |
| CATANet†Scale=x2, Params=477K, Self-Ensemble Strategy=true2025.03 | 39.57 | 97.88 | |
| ESCLatency (ms)=120.9, Mem (MB)=831, #FLOPs (G)=592.0, #params (K)=9472026.03 | 39.54 | 97.9 | |
| ATD-ltLatency (ms)=733.5, Mem (MB)=2839, #FLOPs (G)=380.0, #params (K)=7532026.03 | 39.52 | 97.89 | |
| SeemoRe-LParams=931K, GMACs=1972026.05 | 39.49 | 97.9 | |
| SST-ltLatency (ms)=191.9, Mem (MB)=755, #FLOPs (G)=2057.6, #params (K)=8932026.03 | 39.48 | 97.85 | |
| HiT-SRFScale=x2, #Para.=847K, FLOPs=226.5G2024.07 | 39.47 | 97.87 | |
| HiT-SRFLatency (ms)=268.1, Mem (MB)=1804, #FLOPs (G)=226.5, #params (K)=8472026.03 | 39.47 | 97.87 | |
| FECAN-light*Params=732K, GMACs=1622026.05 | 39.47 | 97.84 | |
| Freqformer*Params=870K, GMACs=2292026.05 | 39.47 | 97.89 | |
| HANScale=x2, Training Dataset=DIV2K2024.03 | 39.46 | 97.85 | |
| RCANScale=x22024.07 | 39.44 | 97.86 | |
| RCANLatency (ms)=299.3, Mem (MB)=626, #FLOPs (G)=3529.7, #params (K)=154452026.03 | 39.44 | 97.86 | |
| EchoSRSource=Ours, Scale=x2, # Params=929K2026.05 | 39.42 | 97.78 | |
| CRAFTSource=TPAMI25, Scale=x2, # Params=738K2026.05 | 39.39 | 97.86 | |
| CRAFTParams=738K, GMACs=1972026.05 | 39.39 | 97.86 | |
| DMNetParams=572K, GMACs=1152026.05 | 39.39 | 97.66 | |
| HiT-SIRScale=x2, #Para.=772K, FLOPs=209.9G2024.07 | 39.38 | 97.82 | |
| HiT-SIRSource=ECCV24, Scale=x2, # Params=772K2026.05 | 39.38 | 97.82 | |
| CATANetScale=x2, Params=477K, Self-Ensemble Strategy=false2025.03 | 39.37 | 97.84 | |
| MambaIRV2-ltLatency (ms)=580.4, Mem (MB)=2824, #FLOPs (G)=286.3, #params (K)=7742026.03 | 39.35 | 97.85 | |
| MambaIRv2-lightParams=774K, GMACs=2862026.05 | 39.35 | 97.85 | |
| SANScale=x2, Training Dataset=DIV2K2024.03 | 39.32 | 97.92 | |
| HiT-SNGScale=x2, #Para.=1013K, FLOPs=213.9G2024.07 | 39.32 | 97.82 | |
| CAMixerSRParams=746K, GMACs=2052026.05 | 39.32 | 97.81 | |
| Omni-SRScale=x2, #Para.=772K, FLOPs=194.5G2024.07 | 39.28 | 97.84 | |
| SRFormer-LScale=x2, #Para.=853K, FLOPs=236.2G2024.07 | 39.28 | 97.85 | |
| OmniSRLatency (ms)=120.3, Mem (MB)=1031, #FLOPs (G)=194.5, #params (K)=7722026.03 | 39.28 | 97.84 | |
| SRFormer-ltLatency (ms)=1456.3, Mem (MB)=1184, #FLOPs (G)=236.3, #params (K)=8532026.03 | 39.28 | 97.85 | |
| OmniSRSource=CVPR23, Scale=x2, # Params=772K2026.05 | 39.28 | 97.84 | |
| SRFormerSource=ICCV23, Scale=x2, # Params=853K2026.05 | 39.28 | 97.85 | |
| SRFormer-LightParams=853K, GMACs=2362026.05 | 39.28 | 97.85 | |
| MaIRSource=CVPR25, Scale=x2, # Params=878K2026.05 | 39.22 | 97.78 | |
| SwinIR-NGScale=x2, #Para.=1181K, FLOPs=274.1G2024.07 | 39.2 | 97.81 | |
| MambaIR-ltLatency (ms)=277.1, Mem (MB)=1695, #FLOPs (G)=334.2, #params (K)=9052026.03 | 39.2 | 97.82 | |
| SwinIR-NGSource=CVPR23, Scale=x2, # Params=1,181K2026.05 | 39.2 | 97.81 | |
| MambaIRSource=ECCV24, Scale=x2, # Params=905K2026.05 | 39.2 | 97.82 | |
| MambaIR-lightParams=905K, GMACs=3342026.05 | 39.2 | 97.82 | |
| SPINScale=x2, Params=497K, Self-Ensemble Strategy=false2025.03 | 39.18 | 97.84 | |
| RDNLatency (ms)=279.3, Mem (MB)=2058, #FLOPs (G)=5096.2, #params (K)=221232026.03 | 39.18 | 97.8 | |
| SPINParams=497K, GMACs=3202026.05 | 39.18 | 97.84 | |
| SwinIR-LScale=x2, #Para.=910K, FLOPs=244.4G2024.07 | 39.12 | 97.83 | |
| ESRTScale=x2, Params=677K, Self-Ensemble Strategy=false2025.03 | 39.12 | 97.74 | |
| SwinIR-lightScale=x2, Params=878K, Self-Ensemble Strategy=false2025.03 | 39.12 | 97.83 | |
| SwinIR-ltLatency (ms)=1409.8, Mem (MB)=1287, #FLOPs (G)=244.2, #params (K)=9102026.03 | 39.12 | 97.83 | |
| SwinIRSource=ICCV21, Scale=x2, # Params=878K2026.05 | 39.12 | 97.83 | |
| LKASRSource=KBS22, Scale=x2, # Params=947K2026.05 | 39.12 | 97.79 | |
| SwinIR-LightParams=910K, GMACs=2442026.05 | 39.12 | 97.83 | |
| ELAN-LScale=x2, #Para.=621K, FLOPs=201.3G2024.07 | 39.11 | 97.82 | |
| ELAN-lightScale=x2, Params=582K, Self-Ensemble Strategy=false2025.03 | 39.11 | 97.82 | |
| ELAN-ltLatency (ms)=94.5, Mem (MB)=887, #FLOPs (G)=203.1, #params (K)=6212026.03 | 39.11 | 97.82 | |
| ELANSource=ECCV22, Scale=x2, # Params=621K2026.05 | 39.11 | 97.82 | |
| EDSRScale=x2, Training Dataset=DIV2K2024.03 | 39.1 | 97.73 | |
| EDSRScale=x22024.07 | 39.1 | 97.73 | |
| EDSRSource=CVPRW17, Scale=x2, # Params=40,730K2026.05 | 39.1 | 97.73 | |
| OSFFNetScale=x2, Params=516K, Self-Ensemble Strategy=false2025.03 | 39.09 | 97.8 | |
| DiVANetSource=PR23, Scale=x2, # Params=902K2026.05 | 39.08 | 97.75 | |
| RFDN-LScale=x2, #Para.=626K, FLOPs=145.8G2024.07 | 38.95 | 97.73 | |
| FMENScale=x2, #Para.=748K, FLOPs=172.0G2024.07 | 38.95 | 97.78 | |
| LatticeNetScale=x2, #Para.=756K, FLOPs=169.5G2024.07 | 38.94 | 97.74 | |
| GASSL-BScale=x2, #Para.=689K, FLOPs=158.2G2024.07 | 38.92 | 97.77 | |
| IMDNScale=x2, #Para.=694K, FLOPs=158.8G2024.07 | 38.88 | 97.74 | |
| IMDNScale=x2, Params=694K, Self-Ensemble Strategy=false2025.03 | 38.88 | 97.74 | |
| RFDNScale=x2, Params=530K, Self-Ensemble Strategy=false2025.03 | 38.88 | 97.73 | |
| A-CubeNetScale=x2, Params=1380K, Self-Ensemble Strategy=false2025.03 | 38.88 | 97.76 | |
| IMDNSource=MM19, Scale=x2, # Params=694K2026.05 | 38.88 | 97.74 | |
| HNCTScale=x2, #Para.=357K, FLOPs=82.4G2024.07 | 38.87 | 97.74 | |
| AWSRAN-MScale=x2, Params=1063K, Self-Ensemble Strategy=false2025.03 | 38.66 | 97.72 | |
| EDSR-BScale=x2, #Para.=1370K, FLOPs=316.3G2024.07 | 38.54 | 97.69 | |
| CARNScale=x2, #Para.=1592K, FLOPs=222.8G2024.07 | 38.36 | 97.65 | |
| CARNScale=x2, Params=1592K, Self-Ensemble Strategy=false2025.03 | 38.36 | 97.65 |