Image Harmonization on iHarmony4 (all)
19.9MSEGKNet
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GKNet2023.05 | 19.9 | 39.53 | 220.44 | — | |
| SwinIHpre-training=LEMaRT (MS COCO)2023.04 | 20.9 | 39 | 250 | 26.6 | |
| SCS-Co2023.05 | 21.33 | 38.75 | 248.86 | — | |
| HT+pre-training=LEMaRT (MS COCO)2023.04 | 22.3 | 38.9 | 266.5 | 26.3 | |
| DCCF2023.05 | 22.64 | 38.6 | 265.41 | — | |
| ViTpre-training=LEMaRT (MS COCO)2023.04 | 24.1 | 38.4 | 282.6 | 25.9 | |
| HarmonizerResolution=256x2562022.07 | 24.26 | 37.84 | 280.51 | — | |
| Harmonizer2023.05 | 24.26 | 37.84 | 280.51 | — | |
| iDIH-HRNet2023.05 | 24.44 | 38.19 | 264.96 | — | |
| D-HT2023.05 | 30.3 | 37.55 | 320.78 | — | |
| HT+pre-training=none (trained from scratch)2023.04 | 31.4 | 37.7 | 342.6 | 25.1 | |
| SwinIH-Localvariant=Local Attention2023.04 | 35.1 | 37 | — | — | |
| SwinIHpre-training=none (trained from scratch)2023.04 | 35.5 | 37 | 386.6 | 24.5 | |
| SwinIH2023.04 | 35.5 | 37 | — | — | |
| S2CRNet-VGG16# Param.=15.14M, Backbone=VGG162021.09 | 35.58 | 37.18 | — | — | |
| IHTResolution=256x2562022.07 | 37.07 | 36.71 | 395.66 | — | |
| BargainNetResolution=256x2562020.09 | 37.82 | 35.88 | — | — | |
| BargainNet# Param.=58.74M2021.09 | 37.82 | 35.88 | — | — | |
| BARGResolution=256x2562022.07 | 37.82 | 35.88 | 513.16 | — | |
| IIH# Param.=40.86M2021.09 | 38.71 | 35.9 | — | — | |
| IntrIHResolution=256x2562022.07 | 38.71 | 35.9 | 400.29 | — | |
| IIH2023.05 | 38.71 | 35.9 | 400.29 | — | |
| RAINNet2023.05 | 40.29 | 36.12 | 469.6 | — | |
| SwinIH-MSvariant=Multi-Scale (MS)2023.04 | 41.3 | 36.3 | — | — | |
| S2CRNet-SqueezeNet# Param.=0.95M, Backbone=SqueezeNet2021.09 | 43.2 | 36.45 | — | — | |
| ResNetpre-training=LEMaRT (MS COCO)2023.04 | 44.2 | 36.3 | 459.9 | 23.4 | |
| RainNet# Param.=54.75M2021.09 | 44.5 | 35.88 | — | — | |
| Swin-Tbackbone=Swin Transformer2023.04 | 47 | 36.1 | — | — | |
| S2AMResolution=256x2562020.09 | 48 | 35.29 | — | — | |
| S2AM# Param.=66.70M2021.09 | 48 | 35.29 | — | — | |
| ViTpre-training=none (trained from scratch)2023.04 | 48.2 | 35.7 | 499.9 | 23.1 | |
| HRNetpre-training=LEMaRT (MS COCO)2023.04 | 48.4 | 35.3 | 510.6 | 22.7 | |
| DoveNet2023.05 | 52.33 | 34.76 | 532.62 | — | |
| DoveNetResolution=256x2562020.09 | 52.36 | 34.75 | — | — | |
| DoveNet# Param.=54.76M2021.09 | 52.36 | 34.75 | — | — | |
| DOVEResolution=256x2562022.07 | 52.36 | 34.75 | 541.53 | — | |
| S2AMResolution=256x2562022.07 | 59.67 | 34.35 | 537.23 | — | |
| S2AM2023.05 | 59.67 | 34.35 | 594.67 | — | |
| ResNetpre-training=none (trained from scratch)2023.04 | 64.4 | 34.6 | 645.3 | 21.9 | |
| DIHResolution=256x2562020.09 | 76.77 | 33.41 | — | — | |
| DIH# Param.=41.76M2021.09 | 76.77 | 33.41 | — | — | |
| DIHResolution=256x2562022.07 | 76.77 | 33.41 | 778.41 | — | |
| DIH2023.05 | 76.77 | 33.41 | 773.18 | — | |
| HRNetpre-training=none (trained from scratch)2023.04 | 78.5 | 33.2 | 811.9 | 20.6 | |
| Lalonde and EfrosResolution=256x2562020.09 | 150.53 | 30.16 | — | — | |
| Lalonde & Efros2021.09 | 150.53 | 30.16 | — | — | |
| Xue et al.Resolution=256x2562020.09 | 155.87 | 31.4 | — | — | |
| Xue et al.2021.09 | 155.87 | 31.4 | — | — | |
| Input Composition2021.09 | 170.25 | 31.7 | — | — | |
| Input compositeResolution=256x2562020.09 | 172.47 | 31.63 | — | — | |
| Composite2023.05 | 172.47 | 31.63 | 1,376.42 | — | |
| Zhu et al.Resolution=256x2562020.09 | 204.77 | 30.72 | — | — | |
| Zhu et al.2021.09 | 204.77 | 30.72 | — | — |