Super-Resolution on BSDS100 4x (PSNR, SSIM)
27.82PSNRDBPN-RES-MR64-3
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DBPN-RES-MR64-3# Parameters (M)=10.2M2019.04 | 27.82 | 74.4 | |
| ESCscale=4×, #param=968K, MACs=149.2G2026.03 | 27.8 | 74.47 | |
| UCAN-Lscale=4×, #param=902K, MACs=48.4G2026.03 | 27.8 | 74.59 | |
| SwinFIR-TScale=x4, #Param. (K)=891, Flops (G)=54.42022.08 | 27.79 | 74.4 | |
| ATD-lightscale=4×, #param=769K, MACs=100.1G2026.03 | 27.79 | 74.4 | |
| UCANscale=4×, #param=705K, MACs=38.1G2026.03 | 27.79 | 74.54 | |
| SAN# Parameters (M)=15.7M2019.04 | 27.78 | 74.3 | |
| ASID-D8scale=4×, #param=748K, MACs=49.6G2026.03 | 27.78 | 74.49 | |
| RCAN# Parameters (M)=16M2019.04 | 27.77 | 74.4 | |
| RCANscale=4×, #param=15592K, MACs=917.6G2026.03 | 27.77 | 74.36 | |
| EDT-TScale=x4, #Param. (K)=922, Flops (G)=58.52022.08 | 27.76 | 74.33 | |
| MambaIRv2-lightscale=4x, #param=790K, MACS=75.6G2024.11 | 27.75 | 74.26 | |
| HiT-SRFscale=4×, #param=866K, MACs=58.0G2026.03 | 27.75 | 74.32 | |
| MambaIRv2-lightscale=4×, #param=790K, MACs=75.6G2026.03 | 27.75 | 74.26 | |
| SRFormer-lightscale=4x, #param=873K, MACS=62.8G2024.11 | 27.73 | 74.22 | |
| SRFormer-lightscale=4×, #param=873K, MACs=62.8G2026.03 | 27.73 | 74.22 | |
| RDN# Parameters (M)=22.3M2019.04 | 27.72 | 74.2 | |
| RDNscale=4×, #param=22271K, MACs=1309.2G2026.03 | 27.72 | 74.19 | |
| EDSR# Parameters (M)=43.2M2019.04 | 27.71 | 74.2 | |
| OmniSRscale=4×, #param=792K, MACs=50.9G2026.03 | 27.71 | 74.15 | |
| SwinIRScale=x4, #Param. (K)=897, Flops (G)=53.22022.08 | 27.69 | 74.06 | |
| SwinIR-lightscale=4x, #param=930K, MACS=63.6G2024.11 | 27.69 | 74.06 | |
| ELANscale=4x, #param=640K, MACS=54.1G2024.11 | 27.69 | 74.06 | |
| MambaIR-lightscale=4x, #param=924K, MACS=84.6G2024.11 | 27.68 | 74 | |
| MambaIR-lightscale=4×, #param=924K, MACs=84.6G2026.03 | 27.68 | 74 | |
| D-DBPN# Parameters (M)=10.2M2019.04 | 27.67 | 73.8 | |
| LatticeNetScale=x4, #Param. (K)=777, Flops (G)=44.22022.08 | 27.62 | 73.67 | |
| LatticeNetscale=4x, #param=777K, MACS=43.6G2024.11 | 27.62 | 73.67 | |
| LAPARScale=x4, #Param. (K)=659, Flops (G)=94.82022.08 | 27.61 | 73.66 | |
| CARNscale=4x, #param=1,592K, MACS=90.9G2024.11 | 27.58 | 73.49 | |
| MSRN# Parameters (M)=6.3M2019.04 | 27.52 | 72.7 | |
| MS-LapSRN# Parameters (M)=0.22M2019.04 | 27.43 | 73.1 | |
| DRRN# Parameters (M)=0.30M2019.04 | 27.38 | 72.8 | |
| LapSRN# Parameters (M)=0.81M2019.04 | 27.32 | 72.8 | |
| VDSR# Parameters (M)=0.66M2019.04 | 27.29 | 72.6 | |
| DRCN# Parameters (M)=1.77M2019.04 | 27.24 | 72.4 | |
| FSRCNN# Parameters (M)=0.01M2019.04 | 26.97 | 71.4 | |
| SRCNN# Parameters (M)=0.05M2019.04 | 26.91 | 71.2 | |
| A+# Parameters (M)=-2019.04 | 26.82 | 71 | |
| Bicubic# Parameters (M)=-2019.04 | 25.96 | 66.9 |