Image Matting on P3M-500-NP
6.58SADSAM2Matting
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| SAM2Mattingvariant=SAM2.1-B+2026.06 | 6.58 | 1 | 3.81 | — | — | — | — | — | 8.78 | 5.97 | |
| P3M(V)Backbone=ViTAE-S2022.03 | 6.6 | 0.0018 | 0.0041 | 6.6 | 0.0142 | 0.0396 | — | — | 9.84 | 6.96 | |
| SAM2Mattingvariant=SAM32026.06 | 6.61 | 0.97 | 3.83 | — | — | — | — | — | 8.48 | 5.84 | |
| ReChannel-9Bbackbone=9B2026.07 | 6.67 | 1.4 | — | — | — | — | — | — | — | 6.23 | |
| SAM2Mattingvariant=SAM2.1-T2026.06 | 6.78 | 1.07 | 3.92 | — | — | — | — | — | 8.66 | 6.34 | |
| ReChannel-4Bbackbone=4B2026.07 | 6.98 | 1.5 | — | — | — | — | — | — | — | 6.55 | |
| P3M(S)+FCPBackbone=Swin-T, Includes FCP=true2022.03 | 7.13 | 0.0019 | 0.0044 | 6.51 | 0.0138 | 0.039 | 0.148 | 0.838 | 10.33 | 7.25 | |
| P3M(S)+P3M(V)Backbone=Swin-T2023.05 | 7.59 | 0.0019 | 0.0047 | 6.51 | 0.0138 | 0.039 | 0.148 | 0.838 | 10.33 | 7.25 | |
| ViTAE-S2026.07 | 7.59 | 1.9 | — | — | — | — | — | — | — | 6.96 | |
| P3M(S)Backbone=Swin-T2022.03 | 7.94 | 0.0021 | 0.0047 | 6.73 | 0.0149 | 0.0401 | 0.439 | 0.988 | 10.79 | 8.18 | |
| P3M(R)Backbone=ResNet-342023.05 | 7.94 | 0.0021 | 0.0065 | 7.65 | 0.0173 | 0.0466 | 0.439 | 0.988 | 10.35 | 12.51 | |
| StyleMatteBackbone=Swin-T2023.05 | 8.16 | 0.0021 | 0.0049 | 6.639 | 0.0154 | 0.0396 | 0.53 | 0.881 | 11.69 | 8.215 | |
| P3M(V)Backbone=VITAE-S2023.05 | 8.65 | 0.0025 | 0.0044 | 6.6 | 0.0142 | 0.0396 | 0.617 | 1.295 | 9.84 | 6.96 | |
| P3M(R)Backbone=ResNet-342022.03 | 8.89 | 0.0026 | 0.0052 | 7.65 | 0.0173 | 0.0466 | 1.253 | 0.909 | 10.35 | 12.51 | |
| E2E-HIM2026.06 | 9.25 | 3 | 5.4 | — | — | — | — | — | — | — | |
| Zhong et al.2026.02 | 10.6 | — | — | 6.83 | — | — | — | — | — | 9.77 | |
| Lightweight2026.06 | 10.6 | — | — | — | — | — | — | — | 10.78 | 9.77 | |
| Matte Anything2026.06 | 10.7 | 2.8 | — | — | — | — | — | — | 17.3 | 10 | |
| DIM*Backbone=VGG16, Trimap usage=Ground Truth2022.03 | 11.23 | 0.0035 | 0.0065 | 5.32 | 0.0094 | 0.0324 | 1.414 | 2.165 | 4.7 | 7.7 | |
| DIM*Backbone=VGG162023.05 | 11.23 | 0.0035 | — | 5.32 | 0.0094 | 0.0324 | 1.414 | 2.165 | 4.7 | 7.7 | |
| P3M-Net2026.02 | 11.23 | — | — | 7.65 | — | — | — | — | — | 12.51 | |
| P3M2026.06 | 11.23 | 3.5 | 6.5 | — | — | — | — | — | — | — | |
| P3M-Net2026.07 | 11.23 | 3.5 | — | — | — | — | — | — | — | 12.51 | |
| GenPercept2026.07 | 12.77 | 2.7 | — | — | — | — | — | — | — | 10.46 | |
| F2S2026.02 | 13.12 | — | — | 11.88 | — | — | — | — | — | 12.72 | |
| DAViD2026.02 | 14.83 | — | — | 10.23 | — | — | — | — | — | 14.76 | |
| GFMBackbone=ResNet-342022.03 | 15.5 | 0.0056 | 0.0091 | 10.16 | 0.0268 | 0.062 | 2.172 | 3.161 | 14.82 | 18.03 | |
| GFMBackbone=ResNet-342023.05 | 15.5 | 0.0056 | 0.0091 | 10.16 | 0.0268 | 0.062 | 2.172 | 3.161 | 14.82 | 18.03 | |
| GFM2026.06 | 15.5 | 5.6 | — | — | — | — | — | — | 14.8 | 18 | |
| BGMv22026.02 | 15.66 | — | — | 7.72 | — | — | — | — | — | 14.65 | |
| MODNetBackbone=MobileNet V22022.03 | 16.7 | 0.0051 | 0.0097 | 9.13 | 0.0237 | 0.0549 | 3.143 | 4.434 | 15.29 | 13.81 | |
| MODNetBackbone=MobileNetV22023.05 | 16.7 | 0.0051 | 0.0097 | 9.13 | 0.0237 | 0.0549 | 3.143 | 4.434 | 15.29 | 13.81 | |
| MODNet2026.07 | 16.7 | 5.1 | — | — | — | — | — | — | — | 13.81 | |
| MODNet2026.02 | 20.2 | — | — | 12.48 | — | — | — | — | — | 18.41 | |
| SHMBackbone=PSPNet-50+VGG162022.03 | 20.77 | 0.0093 | 0.0122 | 9.14 | 0.0255 | 0.0545 | 0.935 | 10.701 | 20.3 | 17.09 | |
| SHMBackbone=PSPNet-50+VGG162023.05 | 20.77 | 0.0093 | 0.0122 | 9.14 | 0.0255 | 0.0545 | 0.935 | 10.701 | 20.3 | 17.09 | |
| SHM2026.07 | 20.77 | 9.3 | — | — | — | — | — | — | — | 17.09 | |
| MODNet2026.06 | 23.77 | 7.37 | 13.77 | — | — | — | — | — | 16.05 | 20.09 | |
| MAM2026.06 | 25.82 | 9.2 | 15.4 | — | — | — | — | — | 14.22 | — | |
| HATTBackbone=ResNeXt2022.03 | 30.53 | 0.0072 | 0.0176 | 13.48 | 0.0403 | 0.0803 | 2.93 | 14.121 | 19.88 | 27.42 | |
| HATTBackbone=ResNeXt2023.05 | 30.53 | 0.0072 | 0.0176 | 13.48 | 0.0403 | 0.0803 | 2.93 | 14.121 | 19.88 | 27.42 | |
| HATT2026.07 | 30.53 | 7.2 | — | — | — | — | — | — | — | 27.42 | |
| LFBackbone=DenseNet-2012022.03 | 32.59 | 0.0131 | 0.0188 | 14.53 | 0.042 | 0.0825 | 8.924 | 9.136 | 31.93 | 19.5 | |
| LFBackbone=DenseNet-2012023.05 | 32.59 | 0.0131 | 0.0188 | 14.53 | 0.042 | 0.0825 | 8.924 | 9.136 | 31.93 | 19.5 | |
| StyleMatte (+synthetic)Backbone=Swin-T2023.05 | — | — | 0.0046 | 6.753 | 0.0146 | 0.0395 | — | — | 10.64 | 7.69 |