Metric: Weighted F-Measure (higher is better)
| # | Model↕ | Weighted F-Measure▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | FOCUS | 0.904 | No | FOCUS: Towards Universal Foreground Segmentation | 2025-01-09 | Code |
| 2 | BiRefNet | 0.89 | No | Bilateral Reference for High-Resolution Dichotom... | 2024-01-07 | Code |
| 3 | ZoomNeXt-PVTv2-B4 | 0.859 | No | ZoomNeXt: A Unified Collaborative Pyramid Networ... | 2023-10-31 | Code |
| 4 | ZoomNeXt-PVTv2-B5 | 0.857 | No | ZoomNeXt: A Unified Collaborative Pyramid Networ... | 2023-10-31 | Code |
| 5 | SAMFusion | 0.833 | Yes | - | - | Code |
| 6 | EVPv2 | 0.786 | No | Explicit Visual Prompting for Universal Foregrou... | 2023-05-29 | Code |
| 7 | EVPv1 | 0.777 | No | Explicit Visual Prompting for Low-Level Structur... | 2023-03-20 | Code |
| 8 | ZoomNeXt-ResNet-50 | 0.774 | No | ZoomNeXt: A Unified Collaborative Pyramid Networ... | 2023-10-31 | Code |
| 9 | SINet-V2 | 0.743 | No | Concealed Object Detection | 2021-02-20 | Code |
| 10 | MirrorNet-ResNeXt152 | 0.719 | No | MirrorNet: Bio-Inspired Camouflaged Object Segme... | 2020-07-25 | - |
| 11 | PraNet | 0.663 | Yes | PraNet: Parallel Reverse Attention Network for P... | 2020-06-13 | Code |
| 12 | SINet | 0.606 | No | - | - | Code |
| 13 | EGNet | 0.583 | Yes | - | - | Code |
| 14 | BASNet | 0.413 | Yes | - | - | Code |