Image Super-Resolution on Set14 (PSNR, SSIM)
35.29PSNRHAT-L
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HAT-LScale=x2, Training Dataset=DF2K, ImageNet Pre-training=true2022.05 | 35.29 | 0.9293 | |
| HAT-LScale=2x, Params [M]=40.702024.11 | 35.29 | 0.9293 | |
| Hi-IR-LScale=2x, Params [M]=39.072024.11 | 35.27 | 0.9311 | |
| Hi-IR-BScale=2x, Params [M]=14.682024.11 | 35.16 | 0.9299 | |
| HATScale=2x, Params [M]=20.622024.11 | 35.13 | 0.9282 | |
| GRL-BScale=x2, # Params [M]=20.052023.03 | 35.08 | 0.9303 | |
| GRL-BScale=2x, Params [M]=20.052024.11 | 35.08 | 0.9303 | |
| SATScale=×2, Params=19.4M, FLOPs=3.64T2026.04 | 35.07 | 0.9286 | |
| PFTScale=×2, Params=19.6M, FLOPs=5.03T2026.04 | 35 | 0.928 | |
| ATDScale=×2, Params=20.1M, FLOPs=6.07T2026.04 | 34.95 | 0.9276 | |
| SwinFIRScale=x2, Training Dataset=DF2K, Pre-training strategy=ImageNet2022.08 | 34.93 | 0.9276 | |
| MambaIRv2-Lscale=2x, #param=34.2M2024.11 | 34.93 | 0.9276 | |
| MambaIRv2-Bscale=2x, #param=22.9M2024.11 | 34.89 | 0.9275 | |
| RGT+Scale=x22023.03 | 34.88 | 0.9275 | |
| HATscale=2x, #param=20.6M2024.11 | 34.86 | 0.9274 | |
| HATScale=×2, Params=20.6M, FLOPs=5.81T2026.04 | 34.86 | 0.9274 | |
| RGTScale=x22023.03 | 34.83 | 0.9272 | |
| DATscale=2x, #param=14.8M2024.11 | 34.81 | 0.9297 | |
| EDTScale=x2, # Params [M]=11.482023.03 | 34.8 | 0.9273 | |
| EDTScale=2x, Params [M]=11.482024.11 | 34.8 | 0.9273 | |
| CAT-AScale=x22023.03 | 34.78 | 0.9265 | |
| CAT-AScale=2x, Params [M]=16.462024.11 | 34.78 | 0.9265 | |
| CAT-Ascale=2x, #param=16.5M2024.11 | 34.78 | 0.9265 | |
| CAT-AScale=×2, Params=16.5, FLOPs=5.082026.04 | 34.78 | 0.9265 | |
| RGT-SScale=x22023.03 | 34.77 | 0.927 | |
| EQ-MambaIRScale=×2, #Param. (M)=12.1M2026.03 | 34.76 | 0.9268 | |
| IPGScale=×2, Params=18.1M, FLOPs=5.35T2026.04 | 34.73 | 0.927 | |
| MambaIRscale=2x, #param=20.4M2024.11 | 34.67 | 0.9261 | |
| MambaIRScale=×2, #Param. (M)=20.4M2026.03 | 34.67 | 0.9261 | |
| SwinFIRScale=x2, Training Dataset=DF2K2022.08 | 34.66 | 0.9263 | |
| GRL-SScale=x2, # Params [M]=3.342023.03 | 34.64 | 0.928 | |
| MambaIRv2-Sscale=2x, #param=9.6M2024.11 | 34.62 | 0.9256 | |
| ARTScale=2x, Params [M]=16.402024.11 | 34.59 | 0.9267 | |
| EDTscale=2x, #param=11.5M2024.11 | 34.57 | 0.9258 | |
| EDTScale=×2, #Param. (M)=11.5M2026.03 | 34.57 | 0.9258 | |
| SwinIRScale=x2, # Params [M]=11.752023.03 | 34.46 | 0.925 | |
| SwinIRScale=x22023.03 | 34.46 | 0.925 | |
| SwinIRScale=2x, Params [M]=11.752024.11 | 34.46 | 0.925 | |
| SwinIRscale=2x, #param=11.8M2024.11 | 34.46 | 0.925 | |
| SwinIRScale=×2, #Param. (M)=11.8M2026.03 | 34.46 | 0.925 | |
| SwinIRScale=×2, Params=11.8M, FLOPs=3.04T2026.04 | 34.46 | 0.925 | |
| SRFormerScale=×2, #Param. (M)=10.4M2026.03 | 34.44 | 0.9253 | |
| IPTScale=x2, # Params [M]=115.482023.03 | 34.43 | — | |
| IPTScale=2x, Params [M]=115.482024.11 | 34.43 | — | |
| IPTscale=2x, #param=115M2024.11 | 34.43 | — | |
| IPTScale=×2, #Param. (M)=115M2026.03 | 34.43 | — | |
| IPTScale=×2, Params=115M, FLOPs=7.38T2026.04 | 34.43 | — | |
| PS-Mamba lightscale=2×, #param=970K, MACs=60.1G2026.03 | 34.38 | 0.9238 | |
| DFSAScale=x22023.03 | 34.33 | 0.9232 | |
| IPG-TinyScale=×2, Params=872K, FLOPs=245.2G2026.04 | 34.24 | 0.9236 | |
| CRANScale=x22023.03 | 34.22 | 0.9232 | |
| GRL-TScale=x2, # Params [M]=0.892023.03 | 34.21 | 0.9258 | |
| SAT-light (Ours)Scale=×2, Params=742K, FLOPs=145.7G2026.04 | 34.21 | 0.9238 | |
| ELANScale=x22023.03 | 34.2 | 0.9228 | |
| PFT-lightScale=×2, Params=776K, FLOPs=278.3G2026.04 | 34.19 | 0.9232 | |
| HANScale=x2, # Params [M]=63.612023.03 | 34.16 | 0.9217 | |
| HANScale=x22023.03 | 34.16 | 0.9217 | |
| HANScale=2x, Params [M]=63.612024.11 | 34.16 | 0.9217 | |
| HANScale=×2, #Param. (M)=15.9M2026.03 | 34.16 | 0.9217 | |
| EchoSRScale=×2, Params=929K2026.05 | 34.15 | 0.9236 | |
| RCANScale=x22020.06 | 34.12 | 0.9216 | |
| CSNLNScale=x22020.06 | 34.12 | 0.9223 | |
| RCANScale=x2, # Params [M]=15.442023.03 | 34.12 | 0.9216 | |
| RCANScale=x22023.03 | 34.12 | 0.9216 | |
| CSNLNScale=x22023.03 | 34.12 | 0.9223 | |
| RCANScale=2x, Params [M]=15.442024.11 | 34.12 | 0.9216 | |
| RCANscale=2x, #param=15.4M2024.11 | 34.12 | 0.9216 | |
| RCANScale=×2, #Param. (M)=15.4M2026.03 | 34.12 | 0.9216 | |
| RCANScale=×2, Params=15.4M, FLOPs=7.02T2026.04 | 34.12 | 0.9216 | |
| ATD-lightScale=×2, Params=761K2026.03 | 34.11 | 0.9224 | |
| ATD-lightScale=×2, Params=753K, FLOPs=348.6G2026.04 | 34.11 | 0.9217 | |
| MambaIRv2-lightBit=32, Scale=x22026.01 | 34.09 | 0.9221 | |
| MambaIRv2-lightScale=×2, Params=774K2026.03 | 34.09 | 0.9221 | |
| MambaIRv2-lightscale=2×, #param=774K, MACs=126.7G2026.03 | 34.09 | 0.9221 | |
| NLSAScale=x22023.03 | 34.08 | 0.9231 | |
| NLSAScale=2x, Params [M]=42.632024.11 | 34.08 | 0.9231 | |
| SANScale=x22020.06 | 34.07 | 0.9213 | |
| SANScale=x2, # Params [M]=15.712023.03 | 34.07 | 0.9213 | |
| SANScale=x22023.03 | 34.07 | 0.9213 | |
| SANScale=2x, Params [M]=15.712024.11 | 34.07 | 0.9213 | |
| SANscale=2x, #param=15.7M2024.11 | 34.07 | 0.9213 | |
| SANScale=×2, #Param. (M)=15.7M2026.03 | 34.07 | 0.9213 | |
| RDNScale=x22020.06 | 34.01 | 0.9212 | |
| DATScale=×2, Params=553K2026.05 | 34.01 | 0.9214 | |
| SeemoReScale=×2, Params=931K2026.05 | 34.01 | 0.921 | |
| MambaIR-SmallScale=x2, Params=1,363K, MACS=567.5G2024.12 | 34 | 0.9212 | |
| MambaIR-lightScale=×2, #Param. (M)=859K2026.03 | 34 | 0.9212 | |
| EDTScale=x2, # Params [M]=0.922023.03 | 33.99 | 0.9209 | |
| EQ-MambaIR-lightScale=×2, #Param. (M)=519K2026.03 | 33.99 | 0.9208 | |
| OmniSRScale=×2, Params=772K2026.03 | 33.98 | 0.921 | |
| OmniSRScale=×2, Params=772K, FLOPs=194.5G2026.04 | 33.98 | 0.921 | |
| MambaIRscale=x2, #param=905K, MACs=167.1G2024.02 | 33.95 | 0.9208 | |
| MambaIR-TinyScale=x2, Params=905K, MACS=167.1G2024.12 | 33.95 | 0.9208 | |
| MambaIR-lightscale=2×, #param=905K, MACs=334.2G2026.03 | 33.95 | 0.9208 | |
| OISRScale=x22020.06 | 33.94 | 0.9206 | |
| ELANScale=×2, Params=582K2026.03 | 33.94 | 0.9207 | |
| SwinIR-NGScale=×2, Params=1181K2026.03 | 33.94 | 0.9205 | |
| SRFormer-lightScale=×2, Params=853K2026.03 | 33.94 | 0.9209 | |
| ELANScale=×2, #Param. (M)=621K2026.03 | 33.94 | 0.9207 | |
| SRFormer-lightScale=×2, #Param. (M)=853K2026.03 | 33.94 | 0.9209 |