| DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation | ✓ Link | 93.7 | 0.023 | 96.4 | 94.6 | DFormer-L | 2023-09-18 |
| CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection | ✓ Link | 93.4 | 0.029 | 94.7 | 91.3 | CoLANet | 2024-07-09 |
| BTS-Net: Bi-directional Transfer-and-Selection Network For RGB-D Salient Object Detection | ✓ Link | 92.1 | 0.036 | 95.4 | 92.4 | BTS-Net | 2021-04-05 |
| SPSN: Superpixel Prototype Sampling Network for RGB-D Salient Object Detection | ✓ Link | 91.8 | 0.032 | 95.0 | 92.0 | SPSN | 2022-07-16 |
| Bilateral Attention Network for RGB-D Salient Object Detection | ✓ Link | 91.5 | 0.039 | 94.8 | 92.0 | BiANet | 2020-04-30 |
| Cascade Graph Neural Networks for RGB-D Salient Object Detection | ✓ Link | 91.1 | 0.035 | | | CAS-GNN | 2020-08-07 |
| Hierarchical Dynamic Filtering Network for RGB-D Salient Object Detection | ✓ Link | 91.1 | 0.037 | | | HDFNet | 2020-07-13 |
| Siamese Network for RGB-D Salient Object Detection and Beyond | ✓ Link | 91.1 | 0.040 | 94.8 | 91.3 | JL-DCF* | 2020-08-26 |
| RGB-D Salient Object Detection with Cross-Modality Modulation and Selection | ✓ Link | 90.4 | 0.044 | | | CMMS | 2020-07-14 |
| JL-DCF: Joint Learning and Densely-Cooperative Fusion Framework for RGB-D Salient Object Detection | ✓ Link | 90.3 | 0.043 | 94.4 | 90.3 | JL-DCF | 2020-04-18 |
| Cross-Modal Weighting Network for RGB-D Salient Object Detection | ✓ Link | 90.3 | 0.046 | | | CMWNet | 2020-07-09 |
| Uncertainty Inspired RGB-D Saliency Detection | ✓ Link | 90.2 | 0.039 | | | UCNet-CVAE | 2020-09-07 |
| Is Depth Really Necessary for Salient Object Detection? | ✓ Link | 90.2 | 0.042 | | 91.1 | DASNet | 2020-05-30 |
| Uncertainty Inspired RGB-D Saliency Detection | ✓ Link | 90.0 | 0.039 | | | UCNet-ABP | 2020-09-07 |
| Rethinking RGB-D Salient Object Detection: Models, Data Sets, and Large-Scale Benchmarks | ✓ Link | 90.0 | 0.046 | 93.9 | 90.0 | D3Net | 2019-07-15 |
| Select, Supplement and Focus for RGB-D Saliency Detection | ✓ Link | 89.9 | 0.043 | | | SSF | 2020-06-01 |
| UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders | ✓ Link | 89.7 | 0.043 | | | UC-Net | 2020-04-13 |
| A Single Stream Network for Robust and Real-time RGB-D Salient Object Detection | ✓ Link | 89.7 | 0.046 | | 90.5 | DANet | 2020-07-14 |
| Depth Quality Aware Salient Object Detection | ✓ Link | 89.7 | 0.052 | | | DQSD-VGG19 | 2020-08-07 |
| Accurate RGB-D Salient Object Detection via Collaborative Learning | ✓ Link | 89.4 | 0.047 | | | CoNet | 2020-07-23 |
| Learning Selective Self-Mutual Attention for RGB-D Saliency Detection | ✓ Link | 89.4 | 0.053 | 92.7 | 88.9 | S2MA | 2020-06-01 |
| Depth-Induced Multi-Scale Recurrent Attention Network for Saliency Detection | ✓ Link | 88.6 | 0.051 | 92.7 | 88.6 | DMRA | 2019-10-01 |
| Contrast Prior and Fluid Pyramid Integration for RGBD Salient Object Detection | ✓ Link | 87.8 | 0.053 | 92.6 | 87.7 | CPFP | 2019-06-01 |
| Progressively Complementarity-Aware Fusion Network for RGB-D Salient Object Detection | ✓ Link | 87.7 | 0.059 | 92.4 | 87.2 | PCF | 2018-06-01 |
| Local Background Enclosure for RGB-D Salient Object Detection | | 69.5 | 0.153 | 80.3 | 74.8 | LBE | 2016-06-01 |
| RGBD Salient Object Detection via Deep Fusion | | 51.4 | 0.205 | 72.4 | 63.2 | LHM | 2016-07-12 |
| A2dele: Adaptive and Attentive Depth Distiller for Efficient RGB-D Salient Object Detection | ✓ Link | | 0.051 | | | A2dele | 2020-06-01 |