Image Super-Resolution on BSD100 (PSNR, SSIM)
32.37PSNREQ-MambaIR-light
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EQ-MambaIR-lightScale=×2, #Param. (M)=519K2026.03 | 32.37 | 90.22 | |
| SRFormer-lightScale=×2, #Param. (M)=853K2026.03 | 32.36 | 90.19 | |
| MambaIR-lightScale=×2, #Param. (M)=859K2026.03 | 32.34 | 90.17 | |
| SwinIR-lightScale=×2, #Param. (M)=910K2026.03 | 32.31 | 90.12 | |
| ELANScale=×2, #Param. (M)=621K2026.03 | 32.3 | 90.12 | |
| SP-MoMamba-TScale=x2, Params=259K, GMACs=852026.05 | 32.29 | 0.9011 | |
| LatticeNetScale=×2, #Param. (M)=756K2026.03 | 32.25 | 90.05 | |
| CFSRScale=x2, Params=291K, GMACs=632026.05 | 32.24 | 0.9005 | |
| SeemoRe-TScale=x2, Params=220K, GMACs=452026.05 | 32.23 | 0.9004 | |
| IMDNScale=×2, #Param. (M)=694K2026.03 | 32.19 | 89.96 | |
| LAPAR-AScale=×2, #Param. (M)=548K2026.03 | 32.19 | 89.99 | |
| PANScale=x2, Params=261K, GMACs=712026.05 | 32.18 | 0.8997 | |
| DRSANScale=x2, Params=370K, GMACs=862026.05 | 32.16 | 0.8999 | |
| SAFMNScale=x2, Params=228K, GMACs=522026.05 | 32.16 | 0.8995 | |
| SRConvNetScale=x2, Params=387K, GMACs=742026.05 | 32.16 | 0.8995 | |
| FECAN-tinyScale=x2, Params=107K, GMACs=242026.05 | 32.14 | 0.8993 | |
| CARNScale=×2, #Param. (M)=1,592K2026.03 | 32.09 | 89.78 | |
| EQ-MambaIR-lightScale=×3, #Param. (M)=527K2026.03 | 29.32 | 81.05 | |
| MambaIR-lightScale=×3, #Param. (M)=867K2026.03 | 29.29 | 80.99 | |
| SRFormer-lightScale=×3, #Param. (M)=861K2026.03 | 29.26 | 80.99 | |
| ELANScale=×3, #Param. (M)=629K2026.03 | 29.21 | 80.81 | |
| SwinIR-lightScale=×3, #Param. (M)=886K2026.03 | 29.2 | 80.82 | |
| SP-MoMamba-TScale=x3, Params=264K, GMACs=372026.05 | 29.19 | 0.808 | |
| CFSRScale=x3, Params=298K, GMACs=292026.05 | 29.16 | 0.8066 | |
| LatticeNetScale=×3, #Param. (M)=765K2026.03 | 29.15 | 80.59 | |
| SeemoRe-TScale=x3, Params=225K, GMACs=202026.05 | 29.15 | 0.8063 | |
| LAPAR-AScale=×3, #Param. (M)=544K2026.03 | 29.11 | 80.54 | |
| PANScale=x3, Params=261K, GMACs=392026.05 | 29.11 | 0.805 | |
| IMDNScale=×3, #Param. (M)=703K2026.03 | 29.09 | 80.46 | |
| DRSANScale=x3, Params=410K, GMACs=432026.05 | 29.08 | 0.8056 | |
| SAFMNScale=x3, Params=233K, GMACs=232026.05 | 29.08 | 0.8048 | |
| SRConvNetScale=x3, Params=387K, GMACs=332026.05 | 29.07 | 0.85 | |
| CARNScale=×3, #Param. (M)=1,592K2026.03 | 29.06 | 80.34 | |
| EQ-MambaIR-lightScale=×4, #Param. (M)=538K2026.03 | 27.78 | 74.38 | |
| MambaIR-lightScale=×4, #Param. (M)=879K2026.03 | 27.75 | 74.23 | |
| SRFormer-lightScale=×4, #Param. (M)=873K2026.03 | 27.73 | 74.22 | |
| SwinIR-lightScale=×4, #Param. (M)=897K2026.03 | 27.69 | 74.06 | |
| ELANScale=×4, #Param. (M)=640K2026.03 | 27.69 | 74.06 | |
| SP-MoMamba-TScale=x4, Params=271K, GMACs=222026.05 | 27.69 | 0.7398 | |
| SeemoRe-TScale=x4, Params=232K, GMACs=122026.05 | 27.65 | 0.7384 | |
| CFSRScale=x4, Params=307K, GMACs=182026.05 | 27.63 | 0.7381 | |
| LatticeNetScale=×4, #Param. (M)=777K2026.03 | 27.62 | 73.67 | |
| LAPAR-AScale=×4, #Param. (M)=659K2026.03 | 27.61 | 73.66 | |
| PANScale=x4, Params=272K, GMACs=282026.05 | 27.59 | 0.7363 | |
| CARNScale=×4, #Param. (M)=1,592K2026.03 | 27.58 | 73.49 | |
| SAFMNScale=x4, Params=240K, GMACs=142026.05 | 27.58 | 0.7359 | |
| FECAN-tinyScale=x4, Params=121K, GMACs=72026.05 | 27.57 | 0.7354 | |
| SRConvNetScale=x4, Params=382K, GMACs=222026.05 | 27.57 | 0.7359 | |
| IMDNScale=×4, #Param. (M)=715K2026.03 | 27.56 | 73.53 | |
| DRSANScale=x4, Params=410K, GMACs=312026.05 | 27.54 | 0.7364 | |
| IQ-L8C16Size(KB)=1242026.04 | 27.22 | 72.38 | |
| IQ-L12C8Size(KB)=502026.04 | 27.14 | 72.04 | |
| TinyLUT-FSize(KB)=1712026.04 | 27.13 | 71.84 | |
| IQ-L8C8Size(KB)=342026.04 | 27.09 | 71.83 | |
| ECNN-L8C8Size(KB)=15162026.04 | 27.08 | 71.8 | |
| MuLUTSize(KB)=40622026.04 | 26.86 | 71.1 | |
| TinyLUT-SSize(KB)=372026.04 | 26.71 | 70.42 | |
| SP-LUTSize(KB)=55002026.04 | 26.67 | 70.19 | |
| SR-LUTSize(KB)=12742026.04 | 26.53 | 69.53 | |
| BicubicSize(KB)=-2026.04 | 25.96 | 66.72 | |
| BilinearSize(KB)=-2026.04 | 25.54 | 64.6 | |
| NearestSize(KB)=-2026.04 | 25.03 | 62.93 |