Metric: max F-Measure (higher is better)
| # | Model↕ | max F-Measure▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DFormer-L | 94.6 | No | DFormer: Rethinking RGBD Representation Learning... | 2023-09-18 | Code |
| 2 | BTS-Net | 92.4 | No | BTS-Net: Bi-directional Transfer-and-Selection N... | 2021-04-05 | Code |
| 3 | SPSN | 92 | No | SPSN: Superpixel Prototype Sampling Network for ... | 2022-07-16 | Code |
| 4 | BiANet | 92 | No | Bilateral Attention Network for RGB-D Salient Ob... | 2020-04-30 | Code |
| 5 | CoLANet | 91.3 | No | CoLA: Conditional Dropout and Language-driven Ro... | 2024-07-09 | Code |
| 6 | JL-DCF* | 91.3 | Yes | Siamese Network for RGB-D Salient Object Detecti... | 2020-08-26 | Code |
| 7 | DASNet | 91.1 | No | Is Depth Really Necessary for Salient Object Det... | 2020-05-30 | Code |
| 8 | DANet | 90.5 | No | A Single Stream Network for Robust and Real-time... | 2020-07-14 | Code |
| 9 | JL-DCF | 90.3 | No | JL-DCF: Joint Learning and Densely-Cooperative F... | 2020-04-18 | Code |
| 10 | D3Net | 90 | No | Rethinking RGB-D Salient Object Detection: Model... | 2019-07-15 | Code |
| 11 | S2MA | 88.9 | No | - | - | Code |
| 12 | DMRA | 88.6 | Yes | - | - | Code |
| 13 | CPFP | 87.7 | No | - | - | Code |
| 14 | PCF | 87.2 | No | - | - | Code |
| 15 | LBE | 74.8 | No | - | - | - |
| 16 | LHM | 63.2 | No | RGBD Salient Object Detection via Deep Fusion | 2016-07-12 | - |