Image Super-resolution on Set5 2x
38.37PSNRUCAN-L
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UCAN-Lscale=2×, #param=886K, MACs=182.4G2026.03 | 38.37 | 0.9619 | |
| ESCscale=2×, #param=947K, MACs=592.0G2026.03 | 38.35 | 0.9619 | |
| UCANscale=2×, #param=689K, MACs=146.3G2026.03 | 38.34 | 0.9618 | |
| ASID-D8scale=2×, #param=732K, MACs=190.5G†2026.03 | 38.32 | 0.9618 | |
| ATD-lightscale=2×, #param=753K, MACs=380.0G2026.03 | 38.29 | 0.9616 | |
| ATD-lightLatency=914ms, # Params=753K, FLOPs=380G2026.06 | 38.29 | 0.9616 | |
| RCANscale=2×, #param=15445K, MACs=3529.7G2026.03 | 38.27 | 0.9614 | |
| LSM-lightLatency=611ms, # Params=763K, FLOPs=282G2026.06 | 38.27 | 0.9615 | |
| MambaIRv2-lightscale=2x, #param=774K, MACS=286.3G2024.11 | 38.26 | 0.9615 | |
| HiT-SRFscale=2×, #param=847K, MACs=226.5G2026.03 | 38.26 | 0.9615 | |
| MambaIRv2-lightscale=2×, #param=774K, MACs=286.3G2026.03 | 38.26 | 0.9615 | |
| RDNscale=2×, #param=22123K, MACs=5096.2G2026.03 | 38.24 | 0.9614 | |
| SRFormer-lightscale=2x, #param=853K, MACS=236.3G2024.11 | 38.23 | 0.9613 | |
| SRFormer-lightscale=2×, #param=853K, MACs=236.3G2026.03 | 38.23 | 0.9613 | |
| OmniSRscale=2×, #param=772K, MACs=194.5G2026.03 | 38.22 | 0.9613 | |
| ELANscale=2x, #param=621K, MACS=203.1G2024.11 | 38.17 | 0.9611 | |
| SwinIR-lightscale=2x, #param=910K, MACS=244.2G2024.11 | 38.14 | 0.9611 | |
| LatticeNetscale=2x, #param=756K, MACS=169.5G2024.11 | 38.13 | 0.961 | |
| MambaIR-lightscale=2x, #param=905K, MACS=334.2G2024.11 | 38.13 | 0.961 | |
| WholeBackbone=MambaIRv2 [15], Condense Ratio=100%2025.05 | 38.13 | — | |
| IDC (ours)Backbone=MambaIRv2 [15], Condense Ratio=10%2025.05 | 38.13 | — | |
| MambaIR-lightscale=2×, #param=905K, MACs=334.2G2026.03 | 38.13 | 0.961 | |
| DCSRBackbone=MambaIRv2 [15], Condense Ratio=10%2025.05 | 38.12 | — | |
| HerdingBackbone=MambaIRv2 [15], Condense Ratio=10%2025.05 | 38.11 | — | |
| RandomBackbone=MambaIRv2 [15], Condense Ratio=10%2025.05 | 38.1 | — | |
| KcenterBackbone=MambaIRv2 [15], Condense Ratio=10%2025.05 | 38.06 | — | |
| CARNscale=2x, #param=1,592K, MACS=222.8G2024.11 | 37.76 | 0.959 | |
| IDC (ours)Backbone=SwinIR [24], Condense Ratio=10%2025.05 | 35.9 | — | |
| WholeBackbone=SwinIR [24], Condense Ratio=100%2025.05 | 35.81 | — | |
| DCSRBackbone=SwinIR [24], Condense Ratio=10%2025.05 | 35.81 | — | |
| WholeBackbone=EDSR [25], Condense Ratio=100%2025.05 | 35.79 | — | |
| RandomBackbone=SwinIR [24], Condense Ratio=10%2025.05 | 35.79 | — | |
| HerdingBackbone=SwinIR [24], Condense Ratio=10%2025.05 | 35.77 | — | |
| KcenterBackbone=SwinIR [24], Condense Ratio=10%2025.05 | 35.74 | — | |
| IDC (ours)Backbone=EDSR [25], Condense Ratio=10%2025.05 | 35.73 | — | |
| DCSRBackbone=EDSR [25], Condense Ratio=10%2025.05 | 35.71 | — | |
| RandomBackbone=EDSR [25], Condense Ratio=10%2025.05 | 35.7 | — | |
| HerdingBackbone=EDSR [25], Condense Ratio=10%2025.05 | 35.7 | — | |
| KcenterBackbone=EDSR [25], Condense Ratio=10%2025.05 | 35.67 | — |