Image Harmonization on HAdobe5k iHarmony4 (test)
18.8MSELEMaRT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LEMaRTBackbone=SwinIH2023.04 | 18.8 | 39.4 | — | — | |
| SCS-Co2023.04 | 21 | 38.3 | — | — | |
| CDTNet-256Image Size=1024x1024, low-res resolution=256x256, simplified variant=false2021.09 | 21.24 | 38.77 | 152.13 | 98.68 | |
| CDTNetResolution=1024 x 10242023.03 | 21.24 | 38.77 | 152.13 | 98.68 | |
| iS^2AM2023.04 | 21.9 | 38.1 | — | — | |
| HINetResolution=1024 x 10242023.03 | 22.68 | 38.38 | 187.97 | 98.86 | |
| CDTNet-512Image Size=2048x2048, low-res resolution=512x512, simplified variant=false2021.09 | 23.35 | 38.45 | 159.13 | 98.53 | |
| HarmonizerInput Resolution=High-resolution (Original)2022.07 | 24.37 | 37.8 | 196.12 | — | |
| iS2AMImage Size=1024x10242021.09 | 25.03 | 38.29 | 168.85 | 98.46 | |
| CDTNet-256Image Size=2048x2048, low-res resolution=256x256, simplified variant=false2021.09 | 29.02 | 37.66 | 198.85 | 98.45 | |
| CDTNet-256 (sim)Image Size=1024x1024, low-res resolution=256x256, simplified variant=true2021.09 | 31.15 | 37.65 | 195.93 | 98.41 | |
| DHT+2023.04 | 36.8 | 37.2 | — | — | |
| CDTNet-512 (sim)Image Size=2048x2048, low-res resolution=512x512, simplified variant=true2021.09 | 38.31 | 37.05 | 233.44 | 98.28 | |
| BargNet2023.04 | 39.9 | 35.3 | — | — | |
| CDTNet-256 (sim)Image Size=2048x2048, low-res resolution=256x256, simplified variant=true2021.09 | 41.11 | 37.28 | 234.06 | 98.19 | |
| RainNetImage Size=1024x10242021.09 | 42.56 | 36.61 | 305.17 | 98.44 | |
| IntrHarm2023.04 | 43 | 35.2 | — | — | |
| RainNet2023.04 | 43.4 | 36.2 | — | — | |
| iS2AMImage Size=2048x20482021.09 | 46.37 | 36.57 | 271.59 | 98.38 | |
| S2AMImage Size=1024x10242021.09 | 47.01 | 35.68 | 262.39 | 97.84 | |
| DoveNetImage Size=1024x10242021.09 | 51 | 34.81 | 312.88 | 97.29 | |
| DoveNet2023.04 | 52.3 | 34.3 | — | — | |
| Guo et al.Image Size=1024x10242021.09 | 56.34 | 34.69 | 417.33 | 94.71 | |
| IHTInput Resolution=Low-resolution, Upsampling strategy=Bilinear2022.07 | 56.9 | 33.63 | 465.72 | — | |
| IHTInput Resolution=Low-resolution, Upsampling strategy=PCM2022.07 | 63.28 | 33.04 | 547.61 | — | |
| S^2AM2023.04 | 63.4 | 33.8 | — | — | |
| pix2pixHDImage Size=1024x10242021.09 | 63.45 | 31.64 | 332.43 | 91.35 | |
| DOVEInput Resolution=Low-resolution, Upsampling strategy=Bilinear2022.07 | 68.16 | 33.3 | 511.02 | — | |
| DOVEInput Resolution=Low-resolution, Upsampling strategy=PCM2022.07 | 72.08 | 32.82 | 579.21 | — | |
| BARGInput Resolution=Low-resolution, Upsampling strategy=Bilinear2022.07 | 77.96 | 32.65 | 560.49 | — | |
| BARGInput Resolution=Low-resolution, Upsampling strategy=PCM2022.07 | 88.2 | 32.17 | 689.58 | — | |
| CRNImage Size=1024x10242021.09 | 90.11 | 29.77 | 259.28 | 82.25 | |
| DIH2023.04 | 92.7 | 32.3 | — | — | |
| HiDTImage Size=1024x10242021.09 | 265.32 | 29.95 | 1,501.93 | 96.28 | |
| Composite image2023.04 | 345.5 | 28.2 | — | — | |
| Composite imagesImage Size=1024x10242021.09 | 352.05 | 28.1 | 2,122.37 | 96.42 | |
| Composite imagesImage Size=2048x20482021.09 | 353.92 | 28.07 | 2,139.97 | 96.31 |