Salient Object Detection on DAVIS S
97.9F_betaBiRefNet
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| BiRefNetData=SOD2025.10 | 97.9 | — | 0.6 | — | — | — | 97.5 | 98.9 | |
| S3ODNetData=S3OD + SOD2025.10 | 97.9 | — | 0.4 | — | — | — | 97.4 | 99.3 | |
| InSpyreNetData=SOD2025.10 | 97.7 | — | 0.7 | — | — | — | 97.3 | 98.7 | |
| S3ODNetData=SOD2025.10 | 97.5 | — | 0.5 | — | — | — | 96.9 | 99.1 | |
| S3ODNetTraining Data=S3OD2025.10 | 97 | 96.7 | 0.5 | — | 98.8 | — | — | — | |
| InSPyReNetbackbone=SwinB, training_datasets=DUTS-TR2022.09 | 95.9 | 96.2 | 0.9 | — | — | 74.3 | — | — | |
| PGNetTrained on=UHRSD-TR and HRSOD-TR, Backbone=ResNet-502022.04 | 95.7 | 95.4 | 1 | 12.725 | 97.9 | — | — | — | |
| PGNetData=SOD2025.10 | 95.7 | — | 1 | — | — | — | 95.4 | 97.9 | |
| PGNetbackbone=SwinB + ResNet18, training_datasets=HRSOD-TR, UHRSD-TR2022.09 | 95.6 | 95.4 | 1 | — | — | 73 | — | — | |
| S3ODNetTraining Data=DIS2025.10 | 95.1 | 95 | 1 | — | 97.3 | — | — | — | |
| PGNetTrained on=DUTS-TR and HRSOD-TR, Backbone=ResNet-502022.04 | 95 | 94.8 | 1.2 | 14.463 | 97.5 | — | — | — | |
| PGNetbackbone=SwinB + ResNet18, training_datasets=DUTS-TR, HRSOD-TR2022.09 | 94.8 | 94.7 | 1.2 | — | — | 71.6 | — | — | |
| DHQSODTrained on=DUTS-TR and HRSOD-TR, Backbone=ResNet-502022.04 | 93.8 | 92 | 1.2 | 14.266 | 94.7 | — | — | — | |
| DHQData=SOD2025.10 | 93.8 | — | 1.2 | — | — | — | 92 | 94.7 | |
| PGNetTrained on=DUTS-TR, Backbone=ResNet-502022.04 | 93.6 | 93.5 | 1.5 | 34.957 | 94.7 | — | — | — | |
| PA-KRNbackbone=SwinB, training_datasets=DUTS-TR, re-implemented=true2022.09 | 93.5 | 94.4 | 1.4 | — | — | 66.8 | — | — | |
| Tang et al.backbone=ResNet50, training_datasets=DUTS-TR, HRSOD-TR2022.09 | 93.5 | 92 | 1.2 | — | — | 71.6 | — | — | |
| PGNetbackbone=SwinB + ResNet18, training_datasets=DUTS-TR2022.09 | 93.1 | 93.5 | 1.5 | — | — | 70.7 | — | — | |
| MINetbackbone=SwinB, training_datasets=DUTS-TR, re-implemented=true2022.09 | 93 | 93.3 | 1.7 | — | — | 67.3 | — | — | |
| Chen et al.backbone=SwinB, training_datasets=DUTS-TR, re-implemented=true2022.09 | 92.5 | 93.4 | 1.8 | — | — | 69.7 | — | — | |
| GCPATrained on=DUTS-TR, Backbone=ResNet-502022.04 | 92.2 | 92.9 | 2 | 39.16 | 93.4 | — | — | — | |
| F³Netbackbone=SwinB, training_datasets=DUTS-TR, re-implemented=true2022.09 | 92.2 | 93.1 | 1.7 | — | — | 68.1 | — | — | |
| InSpyreNetTraining Data=DIS2025.10 | 92.1 | 93.7 | 1.5 | — | 96.6 | — | — | — | |
| BiRefNetTraining Data=DIS2025.10 | 91.9 | 93.6 | 1.4 | — | 96.1 | — | — | — | |
| LDFbackbone=SwinB, training_datasets=DUTS-TR, re-implemented=true2022.09 | 91.8 | 92.8 | 1.9 | — | — | 68.2 | — | — | |
| PFSTrained on=DUTS-TR, Backbone=ResNet-502022.04 | 91.6 | 92.3 | 1.9 | 30.612 | 94.6 | — | — | — | |
| F3NetTrained on=DUTS-TR, Backbone=ResNet-502022.04 | 91.5 | 91.4 | 2 | 44.76 | 94 | — | — | — | |
| LDFTrained on=DUTS-TR, Backbone=ResNet-502022.04 | 91.1 | 92.2 | 1.9 | 35.447 | 94.7 | — | — | — | |
| LDFData=SOD2025.10 | 91.1 | — | 1.9 | — | — | — | 92.2 | 94.7 | |
| MVANetTraining Data=DIS2025.10 | 90.7 | 92.9 | 1.6 | — | 95.9 | — | — | — | |
| CTDTrained on=DUTS-TR, Backbone=ResNet-502022.04 | 90.4 | 91.1 | 1.9 | 42.832 | 93.8 | — | — | — | |
| DASNetTrained on=DUTS-TR, Backbone=ResNet-502022.04 | 90.2 | 91.1 | 2 | 26.761 | 94.9 | — | — | — | |
| ITSDTrained on=DUTS-TR, Backbone=ResNet-502022.04 | 89.9 | 90.9 | 2.2 | 68.256 | 92.2 | — | — | — | |
| HRSODTrained on=DUTS-TR and HRSOD-TR, Backbone=VGG162022.04 | 89.9 | 87.6 | 2.6 | 44.359 | 95.5 | — | — | — | |
| HRSODData=SOD2025.10 | 89.9 | — | 2.6 | — | — | — | 87.6 | 95.5 | |
| SCRNTrained on=DUTS-TR, Backbone=ResNet-502022.04 | 89.3 | 90.2 | 2.7 | 46.592 | 91.1 | — | — | — | |
| Zeng et al.backbone=VGG16, training_datasets=DUTS-TR, HRSOD-TR2022.09 | 88.9 | 87.6 | 2.6 | — | — | 61.8 | — | — | |
| GLFNVariant=Ours-DH2019.08 | 88.8 | 87.6 | 2.6 | — | — | — | — | — | |
| CPDTrained on=DUTS-TR, Backbone=ResNet-502022.04 | 87.1 | 89.3 | 2.9 | 33.971 | 92.1 | — | — | — | |
| GLFNVariant=Ours-D2019.08 | 85 | 87.5 | 2.9 | — | — | — | — | — | |
| DGF2019.08 | 78.5 | 84.7 | 3.7 | — | — | — | — | — | |
| DHS2019.08 | 77.4 | 86.5 | 3.4 | — | — | — | — | — | |
| DGRL2019.08 | 77.2 | 85.9 | 3.8 | — | — | — | — | — | |
| RAS2019.08 | 76.3 | 86.7 | 3.8 | — | — | — | — | — | |
| Amulet2019.08 | 75.5 | 84.8 | 4.2 | — | — | — | — | — | |
| RFCN2019.08 | 72.8 | 84.2 | 6.2 | — | — | — | — | — | |
| DSS2019.08 | 72.8 | 86.5 | 4.1 | — | — | — | — | — | |
| NLDF2019.08 | 71.8 | 85.8 | 4.2 | — | — | — | — | — | |
| UCF2019.08 | 64.8 | 82.7 | 8 | — | — | — | — | — | |
| Amulet2019.08 | — | — | — | 21.11 | — | — | — | — | |
| DGF2019.08 | — | — | — | 19.77 | — | — | — | — | |
| DGRL2019.08 | — | — | — | 14.48 | — | — | — | — | |
| DHS2019.08 | — | — | — | 18.34 | — | — | — | — | |
| DSS2019.08 | — | — | — | 19.35 | — | — | — | — | |
| NLDF2019.08 | — | — | — | 23.56 | — | — | — | — | |
| Ours2019.08 | — | — | — | 8.18 | — | — | — | — | |
| RAS2019.08 | — | — | — | 18.49 | — | — | — | — | |
| RFCN2019.08 | — | — | — | 21 | — | — | — | — | |
| UCF2019.08 | — | — | — | 15.69 | — | — | — | — |