Super-Resolution on Manga109 x3 (test)
35.82PSNRCFAT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CFATScale=x3, Training Dataset=DIV2K+Flickr2K2024.03 | 35.82 | 95.74 | |
| CPAT†Scale=x3, Self-ensemble=true2024.07 | 35.77 | 95.63 | |
| CPATScale=x32024.07 | 35.66 | 95.59 | |
| DATScale=x32024.07 | 35.59 | 95.54 | |
| HATScale=x3, Training Dataset=DIV2K+Flickr2K2024.03 | 35.53 | 95.52 | |
| HATScale=x32024.07 | 35.53 | 95.52 | |
| CFAT-sScale=x3, Training Dataset=DIV2K+Flickr2K2024.03 | 35.48 | 95.47 | |
| ACTScale=x3, Training Dataset=DIV2K+Flickr2K2024.03 | 35.47 | 95.48 | |
| EDTScale=x3, Training Dataset=DIV2K+Flickr2K2024.03 | 35.47 | 95.5 | |
| ARTScale=x3, Training Dataset=DIV2K+Flickr2K2024.03 | 35.39 | 95.48 | |
| CAT-AScale=x32024.07 | 35.38 | 95.46 | |
| SwinIRScale=x3, Training Dataset=DIV2K+Flickr2K2024.03 | 35.28 | 95.43 | |
| SwinIRScale=x32024.07 | 35.12 | 95.37 | |
| SP-MoMamba-B+Params=550K, GMACs=752026.05 | 34.94 | 95.43 | |
| RCAN-itScale=x32024.07 | 34.92 | 95.2 | |
| ELANScale=x32024.07 | 34.73 | 95.17 | |
| CATANet†Scale=x3, Params=550K, Self-Ensemble Strategy=true2025.03 | 34.69 | 95.12 | |
| SST-lt+Latency (ms)=98.1, Mem (MB)=432, #FLOPs (G)=2397.7, #params (K)=9002026.03 | 34.67 | 95.14 | |
| SP-MoMamba-BParams=550K, GMACs=752026.05 | 34.67 | 95.3 | |
| ESCLatency (ms)=41.4, Mem (MB)=385, #FLOPs (G)=267.6, #params (K)=9552026.03 | 34.66 | 95.12 | |
| ATD-ltLatency (ms)=274.4, Mem (MB)=1258, #FLOPs (G)=168.0, #params (K)=7602026.03 | 34.6 | 95.06 | |
| NLSAScale=x32024.07 | 34.57 | 95.08 | |
| SST-ltLatency (ms)=69.2, Mem (MB)=359, #FLOPs (G)=954.1, #params (K)=9002026.03 | 34.55 | 95.07 | |
| HiT-SRFScale=x3, #Para.=855K, FLOPs=101.6G2024.07 | 34.53 | 95.02 | |
| HiT-SRFLatency (ms)=124.9, Mem (MB)=1464, #FLOPs (G)=101.6, #params (K)=8552026.03 | 34.53 | 95.02 | |
| SeemoRe-LParams=959K, GMACs=872026.05 | 34.53 | 94.96 | |
| EchoSRSource=Ours, Scale=x3, # Params=937K2026.05 | 34.49 | 94.98 | |
| HANScale=x3, Training Dataset=DIV2K2024.03 | 34.48 | 95 | |
| RCANScale=x32024.07 | 34.44 | 94.99 | |
| RCANLatency (ms)=85.1, Mem (MB)=560, #FLOPs (G)=1586.1, #params (K)=156292026.03 | 34.44 | 94.99 | |
| MambaIRV2-ltLatency (ms)=259.0, Mem (MB)=1250, #FLOPs (G)=126.7, #params (K)=7812026.03 | 34.41 | 94.97 | |
| MambaIRv2-lightParams=781K, GMACs=1272026.05 | 34.41 | 94.97 | |
| HiT-SIRScale=x3, #Para.=780K, FLOPs=94.2G2024.07 | 34.4 | 94.96 | |
| CATANetScale=x3, Params=550K, Self-Ensemble Strategy=false2025.03 | 34.4 | 94.99 | |
| HiT-SIRSource=ECCV24, Scale=x3, # Params=780K2026.05 | 34.4 | 94.96 | |
| HiT-SNGScale=x3, #Para.=1021K, FLOPs=99.5G2024.07 | 34.38 | 94.95 | |
| DMNetParams=579K, GMACs=522026.05 | 34.33 | 94.88 | |
| SANScale=x3, Training Dataset=DIV2K2024.03 | 34.3 | 94.94 | |
| CRAFTSource=TPAMI25, Scale=x3, # Params=744K2026.05 | 34.29 | 94.91 | |
| CRAFTParams=744K, GMACs=882026.05 | 34.29 | 94.91 | |
| SPINScale=x3, Params=569K, Self-Ensemble Strategy=false2025.03 | 34.24 | 94.89 | |
| SPINParams=569K, GMACs=1762026.05 | 34.24 | 94.89 | |
| Omni-SRScale=x3, #Para.=780K, FLOPs=88.4G2024.07 | 34.22 | 94.87 | |
| SwinIR-NGScale=x3, #Para.=1190K, FLOPs=114.1G2024.07 | 34.22 | 94.88 | |
| OmniSRLatency (ms)=41.2, Mem (MB)=476, #FLOPs (G)=88.4, #params (K)=7802026.03 | 34.22 | 94.87 | |
| SwinIR-NGSource=CVPR23, Scale=x3, # Params=1,190K2026.05 | 34.22 | 94.88 | |
| OmniSRSource=CVPR23, Scale=x3, # Params=780K2026.05 | 34.22 | 94.87 | |
| MaIRSource=CVPR25, Scale=x3, # Params=886K2026.05 | 34.21 | 94.84 | |
| SRFormer-LScale=x3, #Para.=861K, FLOPs=104.8G2024.07 | 34.19 | 94.89 | |
| SRFormer-ltLatency (ms)=530.5, Mem (MB)=537, #FLOPs (G)=105.4, #params (K)=8612026.03 | 34.19 | 94.89 | |
| SRFormerSource=ICCV23, Scale=x3, # Params=861K2026.05 | 34.19 | 94.89 | |
| SRFormer-LightParams=861K, GMACs=1052026.05 | 34.19 | 94.89 | |
| EDSRScale=x3, Training Dataset=DIV2K2024.03 | 34.17 | 94.76 | |
| EDSRScale=x32024.07 | 34.17 | 94.76 | |
| EDSRSource=CVPRW17, Scale=x3, # Params=43,680K2026.05 | 34.17 | 94.76 | |
| RDNLatency (ms)=146.5, Mem (MB)=985, #FLOPs (G)=2281.2, #params (K)=223082026.03 | 34.13 | 94.84 | |
| MambaIR-ltLatency (ms)=109.3, Mem (MB)=760, #FLOPs (G)=148.5, #params (K)=9132026.03 | 34.12 | 94.79 | |
| MambaIRSource=ECCV24, Scale=x3, # Params=913K2026.05 | 34.12 | 94.79 | |
| MambaIR-lightParams=913K, GMACs=1492026.05 | 34.12 | 94.79 | |
| LKASRSource=KBS22, Scale=x3, # Params=947K2026.05 | 34.11 | 94.77 | |
| ELAN-LScale=x3, #Para.=629K, FLOPs=89.5G2024.07 | 34 | 94.78 | |
| OSFFNetScale=x3, Params=524K, Self-Ensemble Strategy=false2025.03 | 34 | 94.72 | |
| ELAN-lightScale=x3, Params=590K, Self-Ensemble Strategy=false2025.03 | 34 | 94.78 | |
| ELAN-ltLatency (ms)=32.5, Mem (MB)=399, #FLOPs (G)=90.1, #params (K)=6292026.03 | 34 | 94.78 | |
| ELANSource=ECCV22, Scale=x3, # Params=629K2026.05 | 34 | 94.78 | |
| SwinIR-LScale=x3, #Para.=918K, FLOPs=110.8G2024.07 | 33.98 | 94.78 | |
| SwinIR-lightScale=x3, Params=886K, Self-Ensemble Strategy=false2025.03 | 33.98 | 94.78 | |
| SwinIR-ltLatency (ms)=331.7, Mem (MB)=596, #FLOPs (G)=110.8, #params (K)=9182026.03 | 33.98 | 94.78 | |
| SwinIRSource=ICCV21, Scale=x3, # Params=886K2026.05 | 33.98 | 94.78 | |
| SwinIR-LightParams=918K, GMACs=1112026.05 | 33.98 | 94.78 | |
| ESRTScale=x3, Params=770K, Self-Ensemble Strategy=false2025.03 | 33.95 | 94.55 | |
| DiVANetSource=PR23, Scale=x3, # Params=949K2026.05 | 33.94 | 94.68 | |
| A-CubeNetScale=x3, Params=1560K, Self-Ensemble Strategy=false2025.03 | 33.9 | 94.66 | |
| FMENScale=x3, #Para.=757K, FLOPs=77.2G2024.07 | 33.86 | 94.62 | |
| HNCTScale=x3, #Para.=363K, FLOPs=37.8G2024.07 | 33.81 | 94.59 | |
| RFDN-LScale=x3, #Para.=633K, FLOPs=65.6G2024.07 | 33.78 | 94.58 | |
| GASSL-BScale=x3, #Para.=691K, FLOPs=70.4G2024.07 | 33.77 | 94.55 | |
| RFDNScale=x3, Params=540K, Self-Ensemble Strategy=false2025.03 | 33.67 | 94.49 | |
| AWSRAN-MScale=x3, Params=1143K, Self-Ensemble Strategy=false2025.03 | 33.64 | 94.5 | |
| LatticeNetScale=x3, #Para.=765K, FLOPs=76.3G2024.07 | 33.63 | 94.42 | |
| IMDNScale=x3, #Para.=703K, FLOPs=71.5G2024.07 | 33.61 | 94.45 | |
| IMDNScale=x3, Params=703K, Self-Ensemble Strategy=false2025.03 | 33.61 | 94.45 | |
| IMDNSource=MM19, Scale=x3, # Params=703K2026.05 | 33.61 | 94.45 | |
| CARNScale=x3, #Para.=1592K, FLOPs=118.8G2024.07 | 33.5 | 94.4 | |
| EDSR-BScale=x3, #Para.=1555K, FLOPs=160.2G2024.07 | 33.45 | 94.39 | |
| CARNScale=x3, Params=1592K, Self-Ensemble Strategy=false2025.03 | 33.43 | 94.27 |