Metric: MAE (lower is better)
| # | Model↕ | MAE▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | CFDN | 0.039 | No | Saliency Detection via Global Context Enhanced F... | 2021-10-13 | - |
| 2 | M3Net-S | 0.047 | No | M$^3$Net: Multilevel, Mixed and Multistage Atten... | 2023-09-15 | Code |
| 3 | TRACER-TE7 | 0.047 | No | TRACER: Extreme Attention Guided Salient Object ... | 2021-12-14 | Code |
| 4 | InSPyReNet | 0.048 | No | Revisiting Image Pyramid Structure for High Reso... | 2022-09-20 | Code |
| 5 | C4Net | 0.055 | No | C$^{4}$Net: Contextual Compression and Complemen... | 2021-10-22 | - |
| 6 | M3Net-R | 0.06 | No | M$^3$Net: Multilevel, Mixed and Multistage Atten... | 2023-09-15 | Code |
| 7 | CPDR-L | 0.061 | No | CPDR: Towards Highly-Efficient Salient Object De... | 2025-01-11 | - |
| 8 | PoolNet (VGG-16) | 0.065 | No | A Simple Pooling-Based Design for Real-Time Sali... | 2019-04-21 | Code |
| 9 | CPD-R (ResNet50) | 0.072 | No | Cascaded Partial Decoder for Fast and Accurate S... | 2019-04-18 | Code |
| 10 | BMPM | 0.074 | No | - | - | - |
| 11 | HybridSOD | 0.076 | No | A Weakly Supervised Learning Framework for Salie... | 2022-09-07 | Code |
| 12 | BASNet | 0.076 | No | - | - | Code |
| 13 | DSS (Res2Net-50) | 0.099 | No | Res2Net: A New Multi-scale Backbone Architecture | 2019-04-02 | Code |