Super-Resolution on BSDS100 (test)
33.36PSNRT-PMambaSR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| T-PMambaSRScale=×2, Params=687K, FLOPs=238.1G2025.11 | 33.36 | 90.19 | — | |
| TL-Conv2026.04 | 32.28 | 90.39 | — | |
| B-Convgroup=p82026.04 | 32.26 | 90.38 | — | |
| F-Convgroup=p82026.04 | 32.24 | 90.34 | — | |
| G-CNNgroup=p42026.04 | 32.21 | 90.27 | — | |
| CNN2026.04 | 32.2 | 90.29 | — | |
| Har-Netgroup=p82026.04 | 32.16 | 90.25 | — | |
| E2-CNNgroup=p82026.04 | 32.15 | 90.24 | — | |
| DSRNScale=x22018.05 | 32.1 | 89.7 | 7.541 | |
| DRRNScale=x22018.05 | 32.05 | 89.7 | — | |
| DDTBNetwork=EDSR, Scale=x2, Bit-width=4-bit2022.06 | 32.01 | — | — | |
| NIPQNetwork=EDSR, Scale=x2, Bit-width=4-bit2022.06 | 32.01 | — | — | |
| DANv2Scale=22021.05 | 32 | 89.04 | — | |
| NIPQNetwork=EDSR, Scale=x2, Bit-width=3-bit2022.06 | 31.95 | — | — | |
| TFLiteNetwork=EDSR, Scale=x2, Bit-width=4-bit2022.06 | 31.94 | — | — | |
| PAMSNetwork=EDSR, Scale=x2, Bit-width=4-bit2022.06 | 31.94 | — | — | |
| PACTNetwork=EDSR, Scale=x2, Bit-width=4-bit2022.06 | 31.93 | — | — | |
| VDSRScale=x22018.05 | 31.9 | 89.6 | 7.169 | |
| DDTBNetwork=EDSR, Scale=x2, Bit-width=3-bit2022.06 | 31.89 | — | — | |
| PDO-eConvgroup=p82026.04 | 31.87 | 89.85 | — | |
| DRCNScale=x22018.05 | 31.85 | 89.4 | 7.22 | |
| LapSRNScale=x22018.05 | 31.8 | 89.5 | 7.715 | |
| PACTNetwork=EDSR, Scale=x2, Bit-width=3-bit2022.06 | 31.77 | — | — | |
| TFLiteNetwork=EDSR, Scale=x2, Bit-width=3-bit2022.06 | 31.76 | — | — | |
| DoReFaNetwork=EDSR, Scale=x2, Bit-width=4-bit2022.06 | 31.63 | — | — | |
| DoReFaNetwork=EDSR, Scale=x2, Bit-width=3-bit2022.06 | 31.57 | — | — | |
| FSRCNNScale=x22018.05 | 31.51 | 89.1 | 7.18 | |
| PAMSNetwork=EDSR, Scale=x2, Bit-width=3-bit2022.06 | 31.38 | — | — | |
| SRCNNScale=x22018.05 | 31.36 | 88.8 | 7.242 | |
| SCNScale=x22018.05 | 31.24 | 88.4 | 6.5 | |
| A+Scale=x22018.05 | 31.22 | 88.7 | 7.464 | |
| SelfExSRScale=x22018.05 | 31.18 | 88.6 | 7.239 | |
| RFLScale=x22018.05 | 31.16 | 88.5 | 6.93 | |
| SRResNet-GradResidualScaling=sample-based2026.02 | 30.84 | — | — | |
| SRResNetScaling=sample-based2026.02 | 30.4 | — | — | |
| BicubicScale=x22018.05 | 29.56 | 84.4 | 5.695 | |
| MaIR-SmallScale=×3, Params=1,363K, FLOPs=241.4G2025.11 | 29.29 | 81.03 | — | |
| T-PMambaSRScale=×3, Params=694K, FLOPs=105.6G2025.11 | 29.29 | 81.04 | — | |
| DANv2Scale=32021.05 | 29.03 | 79.48 | — | |
| DRRNScale=x32018.05 | 28.95 | 80 | — | |
| VDSRScale=x32018.05 | 28.83 | 79.8 | 4.043 | |
| LapSRNScale=x32018.05 | 28.81 | 79.7 | 4.057 | |
| DSRNScale=x32018.05 | 28.81 | 79.7 | 4.051 | |
| DRCNScale=x32018.05 | 28.8 | 79.7 | 4.07 | |
| FSRCNNScale=x32018.05 | 28.52 | 79 | 4.061 | |
| SRCNNScale=x32018.05 | 28.41 | 78.7 | 3.879 | |
| SCNScale=x32018.05 | 28.32 | 78.2 | 3.553 | |
| A+Scale=x32018.05 | 28.3 | 78.4 | 4.028 | |
| SelfExSRScale=x32018.05 | 28.29 | 78.5 | 3.922 | |
| RFLScale=x32018.05 | 28.22 | 78.2 | 4.023 | |
| HGBTCategory=Regr.2024.10 | 27.984 | 75.02 | — | |
| EnsIRCategory=IR.2024.10 | 27.984 | 75.07 | — | |
| AverageCategory=IR.2024.10 | 27.983 | 75.06 | — | |
| ZZPMCategory=IR.2024.10 | 27.981 | 75.06 | — | |
| GBDTCategory=Regr.2024.10 | 27.98 | 75 | — | |
| AdaBoostCategory=Regr.2024.10 | 27.975 | 75.03 | — | |
| RefESRCategory=IR.2024.10 | 27.972 | 75.04 | — | |
| MambaIRCategory=Base2024.10 | 27.967 | 75.1 | — | |
| RForestCategory=Regr.2024.10 | 27.964 | 75 | — | |
| BaggingCategory=Regr.2024.10 | 27.946 | 74.98 | — | |
| SwinIRCategory=Base2024.10 | 27.919 | 74.87 | — | |
| SRFormerCategory=Base2024.10 | 27.914 | 74.89 | — | |
| SwinIR#param=11.9M, Scale=x42023.12 | 27.89 | — | — | |
| Full-ft#param=119M, Scale=x42023.12 | 27.82 | — | — | |
| VPT#param=884K, Scale=x42023.12 | 27.82 | — | — | |
| Adapter#param=691K, Scale=x42023.12 | 27.82 | — | — | |
| LORA#param=995K, Scale=x42023.12 | 27.82 | — | — | |
| Adaptfor.#param=677K, Scale=x42023.12 | 27.82 | — | — | |
| FacT#param=537K, Scale=x42023.12 | 27.82 | — | — | |
| AdaptIR#param=370K, Scale=x42023.12 | 27.82 | — | — | |
| PretrainScale=x42023.12 | 27.79 | — | — | |
| SAN#param=15.9M, Scale=x42023.12 | 27.78 | — | — | |
| RCAN#param=15.6M, Scale=x42023.12 | 27.77 | — | — | |
| T-PMambaSRScale=×4, Params=703K, FLOPs=63.0G2025.11 | 27.77 | 74.32 | — | |
| DANv2Scale=42021.05 | 27.56 | 72.77 | — | |
| DDTBNetwork=EDSR, Scale=x4, Bit-width=4-bit2022.06 | 27.44 | — | — | |
| NIPQNetwork=EDSR, Scale=x4, Bit-width=4-bit2022.06 | 27.41 | — | — | |
| DRRNScale=x42018.05 | 27.38 | 72.8 | — | |
| NIPQNetwork=EDSR, Scale=x4, Bit-width=3-bit2022.06 | 27.36 | — | — | |
| LapSRNScale=x42018.05 | 27.32 | 72.8 | 2.677 | |
| PAMSNetwork=EDSR, Scale=x4, Bit-width=4-bit2022.06 | 27.32 | — | — | |
| TFLiteNetwork=EDSR, Scale=x4, Bit-width=4-bit2022.06 | 27.31 | — | — | |
| DDTBNetwork=EDSR, Scale=x4, Bit-width=3-bit2022.06 | 27.3 | — | — | |
| VDSRScale=x42018.05 | 27.29 | 72.6 | 2.627 | |
| DSRNScale=x42018.05 | 27.25 | 72.4 | 2.599 | |
| DRCNScale=x42018.05 | 27.24 | 72.4 | 2.587 | |
| BicubicScale=x32018.05 | 27.21 | 74 | 3.168 | |
| PACTNetwork=EDSR, Scale=x4, Bit-width=4-bit2022.06 | 27.21 | — | — | |
| TFLiteNetwork=EDSR, Scale=x4, Bit-width=3-bit2022.06 | 27.12 | — | — | |
| PACTNetwork=EDSR, Scale=x4, Bit-width=3-bit2022.06 | 27.09 | — | — | |
| DoReFaNetwork=EDSR, Scale=x4, Bit-width=4-bit2022.06 | 27.04 | — | — | |
| FSRCNNScale=x42018.05 | 26.97 | 71.4 | 2.37 | |
| DoReFaNetwork=EDSR, Scale=x4, Bit-width=3-bit2022.06 | 26.97 | — | — | |
| SRCNNScale=x42018.05 | 26.91 | 71.2 | 2.412 | |
| SCNScale=x42018.05 | 26.87 | 71 | 2.309 | |
| SelfExSRScale=x42018.05 | 26.84 | 71.2 | 2.512 | |
| A+Scale=x42018.05 | 26.82 | 71 | 2.564 | |
| RFLScale=x42018.05 | 26.75 | 70.7 | 2.455 | |
| SSF#param=373K, Scale=x42023.12 | 26.5 | — | — | |
| BicubicScale=x42018.05 | 25.96 | 66.9 | 1.993 |