Metric: MAE (lower is better)
| # | Model↕ | MAE▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | FOCUS | 0.02 | No | FOCUS: Towards Universal Foreground Segmentation | 2025-01-09 | Code |
| 2 | BiRefNet | 0.023 | No | Bilateral Reference for High-Resolution Dichotom... | 2024-01-07 | Code |
| 3 | ZoomNeXt-PVTv2-B5 | 0.028 | No | ZoomNeXt: A Unified Collaborative Pyramid Networ... | 2023-10-31 | Code |
| 4 | ZoomNeXt-PVTv2-B4 | 0.028 | No | ZoomNeXt: A Unified Collaborative Pyramid Networ... | 2023-10-31 | Code |
| 5 | ZoomNeXt-ResNet-50 | 0.037 | No | ZoomNeXt: A Unified Collaborative Pyramid Networ... | 2023-10-31 | Code |
| 6 | SINetV2-Res2Net-50 | 0.048 | No | Concealed Object Detection | 2021-02-20 | Code |