Image Harmonization on iHarmony4 HAdobe5k
13.58MSEHDNet
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| HDNetParameters=10.41MB2022.11 | 13.58 | 41.17 | — | |
| GKNet2023.05 | 17.84 | 39.97 | 138.22 | |
| SP-IC cycleParameters=66.70MB2022.11 | 18.17 | 38.91 | — | |
| LEMART2022.11 | 18.8 | 39.1 | — | |
| DCCF2023.05 | 20.2 | 38.23 | 171.01 | |
| CDTNet2022.11 | 20.62 | 38.24 | — | |
| SCS-Co2022.11 | 21.01 | 38.29 | — | |
| SCS-Co2023.05 | 21.01 | 38.29 | 171.01 | |
| iS2AMParameters=66.70MB2022.11 | 21.6 | 38.28 | — | |
| iDIH-HRNet2023.05 | 21.88 | 38.08 | 173.96 | |
| HarmonizerParameters=21.70MB2022.11 | 21.89 | 37.64 | — | |
| Harmonizer2023.05 | 21.89 | 38.38 | 170.05 | |
| DCCF2022.11 | 23.34 | 37.75 | — | |
| HDNet-liteParameters=0.65MB2022.11 | 24.94 | 39.16 | — | |
| D-HT2023.05 | 25.53 | 38.03 | 265.11 | |
| S2CRNet-VGG16# Param.=15.14M, Backbone=VGG162021.09 | 34.91 | 36.42 | — | |
| S2CRNet-VGGParameters=15.14MB2022.11 | 34.91 | 36.42 | — | |
| D-HTParameters=27.00MB2022.11 | 38.53 | 36.88 | — | |
| BargainNet# Param.=58.74M2021.09 | 39.94 | 35.34 | — | |
| BargainNetParameters=58.74MB2022.11 | 39.94 | 35.34 | — | |
| RainNet# Param.=54.75M2021.09 | 42.84 | 36.2 | — | |
| IIH# Param.=40.86M2021.09 | 43.02 | 35.2 | — | |
| IntrinsicParameters=40.86MB2022.11 | 43.02 | 35.2 | — | |
| IIH2023.05 | 43.02 | 35.2 | 284.21 | |
| RainNetParameters=54.75MB2022.11 | 43.35 | 36.22 | — | |
| RAINNet2023.05 | 43.35 | 36.22 | 317.35 | |
| S2CRNet-SqueezeNet# Param.=0.95M, Backbone=SqueezeNet2021.09 | 44.52 | 35.93 | — | |
| S2CRNet-SNParameters=0.95MB2022.11 | 44.52 | 35.93 | — | |
| S2AM# Param.=66.70M2021.09 | 48.22 | 35.34 | — | |
| DoveNet# Param.=54.76M2021.09 | 52.32 | 34.34 | — | |
| DoveNetParameters=54.76MB2022.11 | 52.32 | 34.34 | — | |
| DoveNet2023.05 | 52.32 | 34.34 | 380.39 | |
| S2AMParameters=66.70MB2022.11 | 63.4 | 33.77 | — | |
| S2AM2023.05 | 63.4 | 33.77 | 404.62 | |
| DIH# Param.=41.76M2021.09 | 92.65 | 32.28 | — | |
| DIHParameters=41.76MB2022.11 | 92.65 | 32.28 | — | |
| DIH2023.05 | 92.65 | 32.28 | 593.03 | |
| Lalonde & Efros2021.09 | 158.9 | 29.66 | — | |
| Xue et al.2021.09 | 274.15 | 28.79 | — | |
| Input Composition2021.09 | 342.27 | 28.14 | — | |
| Composite2022.11 | 345.54 | 28.16 | — | |
| Composite2023.05 | 345.54 | 28.16 | 2,051.61 | |
| Zhu et al.2021.09 | 414.31 | 27.26 | — |