Super-Resolution on Manga109 2x
39.66PSNRUCAN-L
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UCAN-Lscale=2×, #param=886K, MACs=182.4G2026.03 | 39.66 | 97.89 | |
| SwinFIR-TScale=x2, #Param. (K)=872, Flops (G)=206.32022.08 | 39.55 | 97.9 | |
| ESCscale=2×, #param=947K, MACs=592.0G2026.03 | 39.54 | 97.9 | |
| UCANscale=2×, #param=689K, MACs=146.3G2026.03 | 39.54 | 97.9 | |
| ATD-lightscale=2×, #param=753K, MACs=380.0G2026.03 | 39.52 | 97.89 | |
| ATD-lightLatency=914ms, # Params=753K, FLOPs=380G2026.06 | 39.52 | 97.89 | |
| HiT-SRFscale=2×, #param=847K, MACs=226.5G2026.03 | 39.47 | 97.87 | |
| EDT-TScale=x2, #Param. (K)=917, Flops (G)=224.22022.08 | 39.45 | 97.89 | |
| RCAN# Parameters (M)=16M2019.04 | 39.44 | 97.9 | |
| RCANscale=2×, #param=15445K, MACs=3529.7G2026.03 | 39.44 | 97.86 | |
| MambaIRv2-lightscale=2x, #param=774K, MACS=286.3G2024.11 | 39.35 | 97.85 | |
| MambaIRv2-lightscale=2×, #param=774K, MACs=286.3G2026.03 | 39.35 | 97.85 | |
| LSM-lightLatency=611ms, # Params=763K, FLOPs=282G2026.06 | 39.35 | 97.84 | |
| SAN# Parameters (M)=15.7M2019.04 | 39.32 | 97.9 | |
| DBPN-RES-MR64-3# Parameters (M)=5.82M2019.04 | 39.28 | 97.7 | |
| SRFormer-lightscale=2x, #param=853K, MACS=236.3G2024.11 | 39.28 | 97.85 | |
| OmniSRscale=2×, #param=772K, MACs=194.5G2026.03 | 39.28 | 97.84 | |
| SRFormer-lightscale=2×, #param=853K, MACs=236.3G2026.03 | 39.28 | 97.85 | |
| MambaIR-lightscale=2x, #param=905K, MACS=334.2G2024.11 | 39.2 | 97.82 | |
| MambaIR-lightscale=2×, #param=905K, MACs=334.2G2026.03 | 39.2 | 97.82 | |
| RDN# Parameters (M)=22.3M2019.04 | 39.18 | 97.8 | |
| RDNscale=2×, #param=22123K, MACs=5096.2G2026.03 | 39.18 | 97.8 | |
| SwinIRScale=x2, #Param. (K)=878, Flops (G)=205.52022.08 | 39.12 | 97.83 | |
| SwinIR-lightscale=2x, #param=910K, MACS=244.2G2024.11 | 39.12 | 97.83 | |
| SwinIR-lightBit=322024.06 | 39.11 | 97.81 | |
| ELANscale=2x, #param=621K, MACS=203.1G2024.11 | 39.11 | 97.82 | |
| SMFANetSource=ECCV24, # Params=186K2026.05 | 39.11 | 97.79 | |
| EchoSR-liteSource=Ours, # Params=245K2026.05 | 39.07 | 97.79 | |
| IDC (ours)Backbone=MambaIRv2 [15], Condense Ratio=10%2025.05 | 39.05 | — | |
| WholeBackbone=MambaIRv2 [15], Condense Ratio=100%2025.05 | 39.02 | — | |
| DDistill-SRSource=TMM23, # Params=414K2026.05 | 38.94 | 97.77 | |
| IMDNScale=x2, Params=694K, FLOPs=161G2022.05 | 38.88 | 97.74 | |
| SRConv-TSource=IJCV25, # Params=387K2026.05 | 38.87 | 97.74 | |
| ShuffleMixerScale=x2, Params=394K, FLOPs=91G2022.05 | 38.83 | 97.74 | |
| ShuffleMixerSource=NIPS22, # Params=394K2026.05 | 38.83 | 97.74 | |
| MSRN# Parameters (M)=6.3M2019.04 | 38.82 | 98.7 | |
| D-DBPN# Parameters (M)=38.81M2019.04 | 38.81 | 97.6 | |
| SMSRScale=x2, Params=985K, FLOPs=132G2022.05 | 38.76 | 97.71 | |
| SAFMNSource=ICCV23, # Params=228K2026.05 | 38.71 | 97.71 | |
| LAPAR-AScale=x2, Params=548K, FLOPs=171G2022.05 | 38.67 | 97.72 | |
| LAPARScale=x2, #Param. (K)=548, Flops (G)=171.52022.08 | 38.67 | 97.72 | |
| EDSR-baselineScale=x2, Params=1,370K, FLOPs=316G2022.05 | 38.54 | 97.69 | |
| CARNscale=2x, #param=1,592K, MACS=222.8G2024.11 | 38.36 | 97.65 | |
| 2DQuantBit=42024.06 | 38.31 | 97.61 | |
| ShuffleMixer-TinyScale=x2, Params=108K, FLOPs=25G2022.05 | 38.25 | 97.61 | |
| DOBIBit=42024.06 | 37.93 | 97.43 | |
| DRRN# Parameters (M)=0.30M2019.04 | 37.92 | 97.6 | |
| MS-LapSRN# Parameters (M)=0.22M2019.04 | 37.78 | 97.6 | |
| LAPAR-CScale=x2, Params=87K, FLOPs=35G2022.05 | 37.75 | 97.52 | |
| DRCNScale=x2, Params=1,774K, FLOPs=17,974G2022.05 | 37.63 | 97.23 | |
| DRCN# Parameters (M)=1.77M2019.04 | 37.57 | 97.3 | |
| LapSRN# Parameters (M)=0.81M2019.04 | 37.27 | 97.4 | |
| LapSRNScale=x2, Params=813K, FLOPs=80G2022.05 | 37.27 | 97.4 | |
| 2DQuantBit=32024.06 | 37.24 | 97.22 | |
| VDSRScale=x2, Params=665K, FLOPs=613G2022.05 | 37.22 | 97.29 | |
| PercentileBit=42024.06 | 37.19 | 97.14 | |
| VDSR# Parameters (M)=0.66M2019.04 | 37.16 | 97.4 | |
| DBDC+PacBit=42024.06 | 36.76 | 96.92 | |
| FSRCNNScale=x2, Params=12K, FLOPs=6G2022.05 | 36.67 | 96.94 | |
| IDC (ours)Backbone=SwinIR [24], Condense Ratio=10%2025.05 | 36.64 | — | |
| FSRCNN# Parameters (M)=0.01M2019.04 | 36.62 | 97.1 | |
| WholeBackbone=SwinIR [24], Condense Ratio=100%2025.05 | 36.36 | — | |
| DOBIBit=32024.06 | 36.18 | 96.61 | |
| WholeBackbone=EDSR [25], Condense Ratio=100%2025.05 | 36.13 | — | |
| IDC (ours)Backbone=EDSR [25], Condense Ratio=10%2025.05 | 36.08 | — | |
| SRCNNScale=x2, Params=57K, FLOPs=53G2022.05 | 35.74 | 96.61 | |
| SRCNN# Parameters (M)=0.05M2019.04 | 35.72 | 96.8 | |
| A+# Parameters (M)=-2019.04 | 35.33 | 96.7 | |
| DOBIBit=22024.06 | 34.65 | 95.29 | |
| 2DQuantBit=22024.06 | 34.4 | 96.02 | |
| DBDC+PacBit=32024.06 | 34.01 | 94.87 | |
| MinMaxBit=42024.06 | 33.7 | 94.11 | |
| PercentileBit=32024.06 | 33.43 | 92.14 | |
| DBDC+PacBit=22024.06 | 32.15 | 94.67 | |
| MinMaxBit=22024.06 | 31.86 | 93.06 | |
| Bicubic# Parameters (M)=-2019.04 | 30.84 | 93.5 | |
| PercentileBit=22024.06 | 30.37 | 83.51 | |
| BicubicBit=322024.06 | 29.17 | 91.28 | |
| MinMaxBit=32024.06 | 28.97 | 77.4 |