Metric: S-Measure (higher is better)
| # | Model↕ | S-Measure▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | FOCUS | 0.912 | No | FOCUS: Towards Universal Foreground Segmentation | 2025-01-09 | Code |
| 2 | BiRefNet | 0.904 | No | Bilateral Reference for High-Resolution Dichotom... | 2024-01-07 | Code |
| 3 | ZoomNeXt-PVTv2-B5 | 0.889 | No | ZoomNeXt: A Unified Collaborative Pyramid Networ... | 2023-10-31 | Code |
| 4 | ZoomNeXt-PVTv2-B4 | 0.888 | No | ZoomNeXt: A Unified Collaborative Pyramid Networ... | 2023-10-31 | Code |
| 5 | EVPv2 | 0.848 | No | Explicit Visual Prompting for Universal Foregrou... | 2023-05-29 | Code |
| 6 | EVPv1 | 0.846 | No | Explicit Visual Prompting for Low-Level Structur... | 2023-03-20 | Code |
| 7 | ZoomNeXt-ResNet-50 | 0.833 | No | ZoomNeXt: A Unified Collaborative Pyramid Networ... | 2023-10-31 | Code |
| 8 | SINet-V2 | 0.82 | No | Concealed Object Detection | 2021-02-20 | Code |
| 9 | MirrorNet-ResNeXt152 | 0.785 | No | MirrorNet: Bio-Inspired Camouflaged Object Segme... | 2020-07-25 | - |
| 10 | PraNet | 0.769 | Yes | PraNet: Parallel Reverse Attention Network for P... | 2020-06-13 | Code |
| 11 | SINet | 0.751 | No | - | - | Code |
| 12 | EGNet | 0.732 | Yes | - | - | Code |
| 13 | BASNet | 0.618 | Yes | - | - | Code |