Metric: MAE (lower is better)
| # | Model↕ | MAE▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | FOCUS | 0.019 | No | FOCUS: Towards Universal Foreground Segmentation | 2025-01-09 | Code |
| 2 | SAM2-UNet | 0.02 | No | SAM2-UNet: Segment Anything 2 Makes Strong Encod... | 2024-08-16 | Code |
| 3 | SelfReformer-Swin | 0.024 | No | SelfReformer: Self-Refined Network with Transfor... | 2022-05-23 | Code |
| 4 | SelfReformer | 0.026 | No | SelfReformer: Self-Refined Network with Transfor... | 2022-05-23 | Code |
| 5 | EVPv2 | 0.027 | No | Explicit Visual Prompting for Universal Foregrou... | 2023-05-29 | Code |
| 6 | LDF(ResNet-50) | 0.034 | No | Label Decoupling Framework for Salient Object De... | 2020-08-25 | Code |
| 7 | RCSB | 0.034 | No | Recursive Contour Saliency Blending Network for ... | 2021-05-28 | Code |
| 8 | F3Net | 0.035 | No | F3Net: Fusion, Feedback and Focus for Salient Ob... | 2019-11-26 | Code |