Natural Image Matting on Distinctions-646 (test)
19.07SADDiffMatte-ViTB
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DiffMatte-ViTBRefinement steps=1, Backbone=ViT-B, Params=101.4M2023.12 | 19.07 | 5.23 | 9.26 | 15.99 | |
| DiffMatte-ViTBRefinement steps=10, Backbone=ViT-B, Params=101.4M2023.12 | 19.19 | 5.34 | 9.26 | 16.17 | |
| ViTMatte-BBackbone=ViT-B, Params=96.7M2023.12 | 20.36 | 5.58 | 9.34 | 17.19 | |
| VITMatteTrimap usage=Trimap-based2026.01 | 21.22 | 2.1 | — | — | |
| SAMATrimap usage=Trimap-free2026.01 | 22.4 | 2.2 | — | — | |
| DiffMatte-ViTSRefinement steps=1, Backbone=ViT-S, Params=29.0M2023.12 | 22.56 | 7.09 | 13.21 | 19.23 | |
| DiffMatte-ViTSRefinement steps=10, Backbone=ViT-S, Params=29.0M2023.12 | 22.96 | 7.22 | 13.06 | 19.66 | |
| DiffMatte-SwinTRefinement steps=10, Backbone=Swin-T, Params=38.8M2023.12 | 23.17 | 6.58 | 10.04 | 20.03 | |
| ViTMatte-SBackbone=ViT-S, Params=25.8M2023.12 | 23.18 | 7.14 | 13.97 | 19.65 | |
| DiffMatte-SwinTRefinement steps=1, Backbone=Swin-T, Params=38.8M2023.12 | 23.46 | 6.71 | 10.2 | 21.23 | |
| MatteformerParams=48.8M2023.12 | 23.9 | 8.16 | 12.65 | 18.9 | |
| DiffMatte-Res34Refinement steps=10, Backbone=ResNet-34, Params=23.9M2023.12 | 29.38 | 11.31 | 16.19 | 28.26 | |
| DiffMatte-Res34Refinement steps=1, Backbone=ResNet-34, Params=23.9M2023.12 | 31.53 | 11.87 | 17.52 | 30.86 | |
| MFC-NetTrimap usage=Trimap-free2026.01 | 34.5 | 7.8 | — | — | |
| GCAParams=25.3M2023.12 | 35.33 | 18.4 | 28.78 | 34.29 | |
| MGMattingTrimap usage=Trimap-based2026.01 | 36.6 | 7.2 | — | — | |
| MODNetTrimap usage=Trimap-free2026.01 | 41.7 | 9 | — | — | |
| LFMTrimap usage=Trimap-free2026.01 | 44.6 | 12.8 | — | — | |
| DIMTrimap usage=Trimap-based2026.01 | 47.6 | 9 | — | — | |
| I-FTrimap usage=Trimap-based2026.01 | 78.9 | 16 | — | — | |
| DCNNTrimap usage=Trimap-based2026.01 | 103.8 | 20 | — | — |