Metric: Grad (higher is better)
| # | Model↕ | Grad▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DIM | 31 | No | Deep Image Matting | 2017-03-10 | Code |
| 2 | IndexNet-Matting | 25.9 | No | Indices Matter: Learning to Index for Deep Image... | 2019-08-02 | Code |
| 3 | PP-Matting | 22.69 | No | PP-Matting: High-Accuracy Natural Image Matting | 2022-04-20 | Code |
| 4 | Context-Aware Matting | 17.3 | No | Context-Aware Image Matting for Simultaneous For... | 2019-09-20 | Code |
| 5 | SIM | 10.8 | No | Semantic Image Matting | 2021-04-16 | Code |
| 6 | FBAMatting | 10.6 | No | $F$, $B$, Alpha Matting | 2020-03-17 | Code |
| 7 | LSAMatting | 9.25 | No | Improving Deep Image Matting via Local Smoothnes... | 2021-12-27 | Code |
| 8 | MatteFormer | 8.7 | No | MatteFormer: Transformer-Based Image Matting via... | 2022-03-29 | Code |
| 9 | LFPNet | 8.4 | Yes | Long-Range Feature Propagating for Natural Image... | 2021-09-25 | Code |
| 10 | ViTMatte | 6.74 | No | ViTMatte: Boosting Image Matting with Pretrained... | 2023-05-24 | Code |
| 11 | TMFNet | 6.7 | No | Trimap-guided Feature Mining and Fusion Network ... | 2021-12-01 | Code |
| 12 | DiffMatte | 5.13 | No | Diffusion for Natural Image Matting | 2023-12-10 | Code |
| 13 | AEMatter | 4.76 | No | Revisiting Context Aggregation for Image Matting | 2023-04-03 | Code |