Metric: MAE (lower is better)
| # | Model↕ | MAE▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | FOCUS | 0.013 | No | FOCUS: Towards Universal Foreground Segmentation | 2025-01-09 | Code |
| 2 | BiRefNet | 0.014 | Yes | Bilateral Reference for High-Resolution Dichotom... | 2024-01-07 | Code |
| 3 | ZoomNeXt-PVTv2-B4 | 0.017 | No | ZoomNeXt: A Unified Collaborative Pyramid Networ... | 2023-10-31 | Code |
| 4 | ZoomNeXt-PVTv2-B5 | 0.018 | No | ZoomNeXt: A Unified Collaborative Pyramid Networ... | 2023-10-31 | Code |
| 5 | ZoomNeXt-ResNet-50 | 0.026 | No | ZoomNeXt: A Unified Collaborative Pyramid Networ... | 2023-10-31 | Code |
| 6 | EVPv2 | 0.029 | No | Explicit Visual Prompting for Universal Foregrou... | 2023-05-29 | Code |
| 7 | EVPv1 | 0.029 | No | Explicit Visual Prompting for Low-Level Structur... | 2023-03-20 | Code |
| 8 | SINet* | 0.051 | No | Concealed Object Detection | 2021-02-20 | Code |
| 9 | EGNet | 0.056 | No | - | - | Code |
| 10 | CPD | 0.059 | No | Cascaded Partial Decoder for Fast and Accurate S... | 2019-04-18 | Code |
| 11 | SINet | 0.092 | No | - | - | Code |
| 12 | BASNet | 0.092 | No | - | - | Code |