Super-Resolution on Set14 2x (PSNR, SSIM)
35.25PSNRCFAT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CFATScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 35.25 | 92.96 | |
| HATScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 34.86 | 92.74 | |
| CFAT-sScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 34.81 | 92.72 | |
| EDTScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 34.8 | 92.73 | |
| ACTScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 34.68 | 92.6 | |
| SwinIRScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 34.61 | 92.6 | |
| ARTScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 34.59 | 92.67 | |
| Swin2SRScale=x2, Training Dataset=DIV2K+Flickr2K2024.03 | 34.48 | 92.56 | |
| IPTScale=x2, Training Dataset=ImageNet2024.03 | 34.43 | — | |
| UCANscale=2×, #param=689K, MACs=146.3G2026.03 | 34.27 | 92.42 | |
| ASID-D8scale=2×, #param=732K, MACs=190.5G†2026.03 | 34.24 | 92.32 | |
| UCAN-Lscale=2×, #param=886K, MACs=182.4G2026.03 | 34.19 | 92.24 | |
| HANScale=x2, Training Dataset=DIV2K2024.03 | 34.16 | 92.17 | |
| RCAN# Parameters (M)=16M2019.04 | 34.12 | 92.1 | |
| RCANscale=2×, #param=15445K, MACs=3529.7G2026.03 | 34.12 | 92.16 | |
| ESCscale=2×, #param=947K, MACs=592.0G2026.03 | 34.11 | 92.23 | |
| ATD-lightscale=2×, #param=753K, MACs=380.0G2026.03 | 34.1 | 92.17 | |
| DBPN-RES-MR64-3# Parameters (M)=5.82M2019.04 | 34.09 | 92.1 | |
| MambaIRv2-lightscale=2x, #param=774K, MACS=286.3G2024.11 | 34.09 | 92.21 | |
| MambaIRv2-lightscale=2×, #param=774K, MACs=286.3G2026.03 | 34.09 | 92.21 | |
| SAN# Parameters (M)=15.7M2019.04 | 34.07 | 92.1 | |
| SANScale=x2, Training Dataset=DIV2K2024.03 | 34.07 | 92.13 | |
| RDN# Parameters (M)=22.3M2019.04 | 34.01 | 92.1 | |
| HiT-SRFscale=2×, #param=847K, MACs=226.5G2026.03 | 34.01 | 92.14 | |
| RDNscale=2×, #param=22123K, MACs=5096.2G2026.03 | 34.01 | 92.12 | |
| OmniSRscale=2×, #param=772K, MACs=194.5G2026.03 | 33.98 | 92.1 | |
| MambaIR-lightscale=2x, #param=905K, MACS=334.2G2024.11 | 33.95 | 92.08 | |
| MambaIR-lightscale=2×, #param=905K, MACs=334.2G2026.03 | 33.95 | 92.08 | |
| ELANscale=2x, #param=621K, MACS=203.1G2024.11 | 33.94 | 92.07 | |
| SRFormer-lightscale=2x, #param=853K, MACS=236.3G2024.11 | 33.94 | 92.09 | |
| SRFormer-lightscale=2×, #param=853K, MACs=236.3G2026.03 | 33.94 | 92.09 | |
| EDSRScale=x2, Training Dataset=DIV2K2024.03 | 33.92 | 91.95 | |
| SwinIR-lightscale=2x, #param=910K, MACS=244.2G2024.11 | 33.86 | 92.06 | |
| D-DBPN# Parameters (M)=5.82M2019.04 | 33.79 | 91.9 | |
| LatticeNetscale=2x, #param=756K, MACS=169.5G2024.11 | 33.78 | 91.93 | |
| MSRN# Parameters (M)=6.3M2019.04 | 33.74 | 91.7 | |
| SMFANetSource=ECCV24, # Params=186K2026.05 | 33.65 | 91.85 | |
| EchoSR-liteSource=Ours, # Params=245K2026.05 | 33.65 | 91.89 | |
| SMSRScale=x2, Params=985K, FLOPs=132G2022.05 | 33.64 | 91.79 | |
| IMDNScale=x2, Params=694K, FLOPs=161G2022.05 | 33.63 | 91.77 | |
| ShuffleMixerScale=x2, Params=394K, FLOPs=91G2022.05 | 33.63 | 91.8 | |
| ShuffleMixerSource=NIPS22, # Params=394K2026.05 | 33.63 | 91.8 | |
| LAPAR-AScale=x2, Params=548K, FLOPs=171G2022.05 | 33.62 | 91.83 | |
| DDistill-SRSource=TMM23, # Params=414K2026.05 | 33.61 | 91.82 | |
| SRConv-TSource=IJCV25, # Params=387K2026.05 | 33.58 | 91.86 | |
| EDSR-baselineScale=x2, Params=1,370K, FLOPs=316G2022.05 | 33.57 | 91.75 | |
| FALSR-AScale=x2, Params=1021K, FLOPs=235G2022.05 | 33.55 | 91.68 | |
| SAFMNSource=ICCV23, # Params=228K2026.05 | 33.54 | 91.77 | |
| CARNScale=x2, Params=1,592K, FLOPs=223G2022.05 | 33.52 | 91.66 | |
| CARNscale=2x, #param=1,592K, MACS=222.8G2024.11 | 33.52 | 91.66 | |
| ECBSR-M16C64Scale=x2, Params=596K, FLOPs=137G2022.05 | 33.34 | 91.78 | |
| ShuffleMixer-TinyScale=x2, Params=108K, FLOPs=25G2022.05 | 33.33 | 91.53 | |
| MS-LapSRN# Parameters (M)=0.22M2019.04 | 33.28 | 91.5 | |
| CARN-MScale=x2, Params=412K, FLOPs=91G2022.05 | 33.26 | 91.41 | |
| DRRN# Parameters (M)=0.30M2019.04 | 33.23 | 91.3 | |
| LAPAR-CScale=x2, Params=87K, FLOPs=35G2022.05 | 33.2 | 91.41 | |
| LapSRN# Parameters (M)=0.81M2019.04 | 33.08 | 91.3 | |
| LapSRNScale=x2, Params=813K, FLOPs=80G2022.05 | 33.08 | 91.3 | |
| DRCNScale=x2, Params=1,774K, FLOPs=17,974G2022.05 | 33.04 | 91.18 | |
| VDSRScale=x2, Params=665K, FLOPs=613G2022.05 | 33.03 | 91.24 | |
| DRCN# Parameters (M)=1.77M2019.04 | 32.98 | 91.3 | |
| VDSR# Parameters (M)=0.66M2019.04 | 32.97 | 91.3 | |
| FSRCNN# Parameters (M)=0.01M2019.04 | 32.73 | 90.9 | |
| FSRCNNScale=x2, Params=12K, FLOPs=6G2022.05 | 32.63 | 90.88 | |
| SRCNNScale=x2, Params=57K, FLOPs=53G2022.05 | 32.42 | 90.63 | |
| A+# Parameters (M)=-2019.04 | 32.4 | 90.6 | |
| ESPCNScale=x2, Params=21K, FLOPs=5G2022.05 | 32.4 | 90.96 | |
| SRCNN# Parameters (M)=0.05M2019.04 | 32.29 | 90.3 | |
| Bicubic# Parameters (M)=-2019.04 | 30.34 | 87 | |
| DevilScale=2x, channels=642026.07 | 29.08 | 91.9 | |
| Pool-DIPScale=2x, pooling scale=72026.07 | 29.05 | 93.8 | |
| DIPScale=2x2026.07 | 29.04 | 93.4 |