Image Super-Resolution on Manga109 x4 (test)
32.85PSNRCPAT†
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CPAT†Scale=x4, Self-ensemble=true2024.07 | 32.85 | 0.9318 | |
| CPATScale=x42024.07 | 32.69 | 0.9309 | |
| MambaIRv2-B# Params=23.1M, FLOPs=455G2026.06 | 32.57 | — | |
| DATParams (M)=14.80, FLOPs (G)=275.75, Upscaling Factor=x4, Output Size=3x512x5122023.08 | 32.51 | — | |
| DATScale=x42024.07 | 32.51 | 0.9291 | |
| RGTParams(M)=13.37, FLOPS(G)=251.07, Scaling Factor=x4, Output Size=3x512x5122023.03 | 32.5 | — | |
| HATScale=x42024.07 | 32.48 | 0.9292 | |
| HAT# Params=20.8M, FLOPs=412G2026.06 | 32.48 | — | |
| LSM# Params=12.9M, FLOPs=265G2026.06 | 32.42 | — | |
| LSM# Params=12.9M, FLOPs=265.0G2026.06 | 32.42 | 0.9285 | |
| DAT-2Params (M)=11.21, FLOPs (G)=216.93, Upscaling Factor=x4, Output Size=3x512x5122023.08 | 32.41 | — | |
| CAT-AParams (M)=16.60, FLOPs (G)=360.67, Upscaling Factor=x4, Output Size=3x512x5122023.08 | 32.39 | — | |
| CAT-AParams(M)=16.60, FLOPS(G)=360.67, Scaling Factor=x4, Output Size=3x512x5122023.03 | 32.39 | — | |
| CAT-AScale=x42024.07 | 32.39 | 0.9285 | |
| RGT-SParams(M)=10.20, FLOPS(G)=193.08, Scaling Factor=x4, Output Size=3x512x5122023.03 | 32.38 | — | |
| LSM-S# Params=9.9M, FLOPs=203.5G2026.06 | 32.38 | 0.9283 | |
| DAT-SParams (M)=11.21, FLOPs (G)=203.34, Upscaling Factor=x4, Output Size=3x512x5122023.08 | 32.33 | — | |
| MambaIRv2-S# Params=9.8M, FLOPs=202.9G2026.06 | 32.33 | 0.9276 | |
| MambaIR# Params=20.6M, FLOPs=394.6G2026.06 | 32.32 | 0.9272 | |
| SwinIRParams (M)=11.90, FLOPs (G)=215.32, Upscaling Factor=x4, Output Size=3x512x5122023.08 | 32.03 | — | |
| SwinIRParams(M)=11.90, FLOPS(G)=215.32, Scaling Factor=x4, Output Size=3x512x5122023.03 | 32.03 | — | |
| SwinIRScale=x42024.07 | 32.03 | 0.926 | |
| RCAN-itScale=x42024.07 | 31.78 | 0.9217 | |
| ELANScale=x42024.07 | 31.68 | 0.9226 | |
| CSNLNParams(M)=6.57, FLOPS(G)=84155.24, Scaling Factor=x4, Output Size=3x512x5122023.03 | 31.43 | — | |
| HANParams(M)=16.07, FLOPS(G)=269.1, Scaling Factor=x4, Output Size=3x512x5122023.03 | 31.42 | — | |
| EchoSRSource=Ours, Scale=x4, # Params=948K2026.05 | 31.38 | 0.9171 | |
| NLSAScale=x42024.07 | 31.27 | 0.9184 | |
| HiT-SRFScale=x4, #Para.=866K, FLOPs=58.0G2024.07 | 31.26 | 0.9171 | |
| HiT-SNGScale=x4, #Para.=1032K, FLOPs=57.7G2024.07 | 31.24 | 0.9176 | |
| HiT-SIRScale=x4, #Para.=792K, FLOPs=53.8G2024.07 | 31.23 | 0.9176 | |
| HiT-SIRSource=ECCV24, Scale=x4, # Params=792K2026.05 | 31.23 | 0.9176 | |
| RCANParams (M)=15.59, FLOPs (G)=261.01, Upscaling Factor=x4, Output Size=3x512x5122023.08 | 31.22 | — | |
| RCANParams(M)=15.59, FLOPS(G)=261.01, Scaling Factor=x4, Output Size=3x512x5122023.03 | 31.22 | — | |
| RCANScale=x42024.07 | 31.22 | 0.9173 | |
| CRAFTSource=TPAMI25, Scale=x4, # Params=753K2026.05 | 31.18 | 0.9168 | |
| SRFormer-LScale=x4, #Para.=873K, FLOPs=62.8G2024.07 | 31.17 | 0.9165 | |
| SRFormerSource=ICCV23, Scale=x4, # Params=873K2026.05 | 31.17 | 0.9165 | |
| MaIRSource=CVPR25, Scale=x4, # Params=897K2026.05 | 31.13 | 0.9175 | |
| SwinIR-NGScale=x4, #Para.=1201K, FLOPs=64.4G2024.07 | 31.09 | 0.9161 | |
| SwinIR-NGSource=CVPR23, Scale=x4, # Params=1,201K2026.05 | 31.09 | 0.9161 | |
| EDSRParams (M)=43.09, FLOPs (G)=823.34, Upscaling Factor=x4, Output Size=3x512x5122023.08 | 31.02 | — | |
| EDSRParams(M)=43.09, FLOPS(G)=823.34, Scaling Factor=x4, Output Size=3x512x5122023.03 | 31.02 | — | |
| Omni-SRScale=x4, #Para.=792K, FLOPs=50.9G2024.07 | 31.02 | 0.9151 | |
| EDSRScale=x42024.07 | 31.02 | 0.9148 | |
| EDSRSource=CVPRW17, Scale=x4, # Params=43,090K2026.05 | 31.02 | 0.9148 | |
| OmniSRSource=CVPR23, Scale=x4, # Params=792K2026.05 | 31.02 | 0.9151 | |
| LKASRSource=KBS22, Scale=x4, # Params=1026K2026.05 | 31.01 | 0.9148 | |
| MambaIRSource=ECCV24, Scale=x4, # Params=924K2026.05 | 30.94 | 0.9135 | |
| SwinIR-LScale=x4, #Para.=930K, FLOPs=63.6G2024.07 | 30.92 | 0.9151 | |
| ELAN-LScale=x4, #Para.=640K, FLOPs=53.7G2024.07 | 30.92 | 0.915 | |
| SwinIRSource=ICCV21, Scale=x4, # Params=897K2026.05 | 30.92 | 0.9151 | |
| ELANSource=ECCV22, Scale=x4, # Params=640K2026.05 | 30.92 | 0.915 | |
| DiVANetSource=PR23, Scale=x4, # Params=939K2026.05 | 30.73 | 0.9119 | |
| FMENScale=x4, #Para.=769K, FLOPs=44.2G2024.07 | 30.7 | 0.9107 | |
| GASSL-BScale=x4, #Para.=694K, FLOPs=39.9G2024.07 | 30.7 | 0.91 | |
| HNCTScale=x4, #Para.=373K, FLOPs=22.0G2024.07 | 30.7 | 0.9112 | |
| RFDN-LScale=x4, #Para.=643K, FLOPs=37.4G2024.07 | 30.61 | 0.9096 | |
| LatticeNetScale=x4, #Para.=777K, FLOPs=43.6G2024.07 | 30.54 | 0.9075 | |
| CARNScale=x4, #Para.=1592K, FLOPs=90.9G2024.07 | 30.47 | 0.9084 | |
| IMDNScale=x4, #Para.=715K, FLOPs=40.9G2024.07 | 30.45 | 0.9075 | |
| IMDNSource=MM19, Scale=x4, # Params=715K2026.05 | 30.45 | 0.9075 | |
| EDSR-BScale=x4, #Para.=1518K, FLOPs=114.0G2024.07 | 30.35 | 0.9067 | |
| ShiftLUT-LStorage Size=104KB, Runtime=84ms, RF=65 × 652026.03 | 29.16 | 0.887 | |
| TinyLUT-FStorage Size=171KB, Runtime=146ms, RF=33 × 332026.03 | 28.83 | 0.8798 | |
| SPF-LUT+DFCStorage Size=2066KB, RF=21 × 212026.03 | 28.58 | 0.8779 | |
| SPF-LightScale=x4, Storage Size=0.907MB2025.03 | 28.54 | 0.8769 | |
| VDSRStorage Size=2660KB, Runtime=13681ms, RF=41 × 412026.03 | 28.5 | 0.8812 | |
| MuLUT+oursScale=x4, Storage Size=4.067MB2025.03 | 28.27 | 0.8706 | |
| MuLUT+AutoLUTStorage Size=4165KB, Runtime=244ms, RF=17 × 172026.03 | 28.27 | 0.8706 | |
| QuickSRNet-SStorage Size=33.3KB, Runtime=128ms, RF=9 × 92026.03 | 28.18 | 0.873 | |
| ShiftLUT-MStorage Size=38KB, Runtime=31ms, RF=17 × 172026.03 | 28.18 | 0.8682 | |
| RCLUTStorage Size=1549KB, Runtime=232ms, RF=27 × 272026.03 | 28.05 | 0.8655 | |
| FSRCNNStorage Size=48KB, Runtime=350ms, RF=17 × 172026.03 | 27.9 | 0.861 | |
| MuLUTStorage Size=4159KB, Runtime=242ms, RF=9 × 92026.03 | 27.9 | 0.8633 | |
| SPLUT-LStorage Size=18432KB, Runtime=265ms, RF=5 × 52026.03 | 27.7 | 0.8581 | |
| ShiftLUT-SStorage Size=24KB, Runtime=22ms, RF=9 × 92026.03 | 27.65 | 0.8563 | |
| TinyLUT-SStorage Size=37KB, Runtime=29ms, RF=5 × 52026.03 | 27.21 | 0.8458 | |
| ECLUTStorage Size=9216KB, Runtime=41ms, RF=21 × 212026.03 | 26.96 | 0.8362 |