Metric: SAD (higher is better)
| # | Model↕ | SAD▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | PP-Matting | 46.22 | No | PP-Matting: High-Accuracy Natural Image Matting | 2022-04-20 | Code |
| 2 | IndexNet-Matting | 45.8 | No | Indices Matter: Learning to Index for Deep Image... | 2019-08-02 | Code |
| 3 | Context-Aware Matting | 35.8 | No | Context-Aware Image Matting for Simultaneous For... | 2019-09-20 | Code |
| 4 | SIM | 28 | No | Semantic Image Matting | 2021-04-16 | Code |
| 5 | FBAMatting | 26.4 | No | $F$, $B$, Alpha Matting | 2020-03-17 | Code |
| 6 | LSAMatting | 25.9 | No | Improving Deep Image Matting via Local Smoothnes... | 2021-12-27 | Code |
| 7 | MatteFormer | 23.8 | No | MatteFormer: Transformer-Based Image Matting via... | 2022-03-29 | Code |
| 8 | LFPNet | 23.6 | Yes | Long-Range Feature Propagating for Natural Image... | 2021-09-25 | Code |
| 9 | TMFNet | 22.1 | No | Trimap-guided Feature Mining and Fusion Network ... | 2021-12-01 | Code |
| 10 | ViTMatte | 20.33 | No | ViTMatte: Boosting Image Matting with Pretrained... | 2023-05-24 | Code |
| 11 | AEMatter | 17.53 | No | Revisiting Context Aggregation for Image Matting | 2023-04-03 | Code |
| 12 | DiffMatte | 17.15 | No | Diffusion for Natural Image Matting | 2023-12-10 | Code |