Boundary Detection on BSDS500
0.859ODS F-scoreGED
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GEDEvaluation Protocol=SEval2026.02 | 0.859 | 0.875 | — | — | |
| EasyControlEdgeInference Steps (K)=1, Evaluation Protocol=SEval2026.02 | 0.857 | 0.869 | — | — | |
| EasyControlEdgeInference Steps (K)=5, Evaluation Protocol=SEval2026.02 | 0.857 | 0.873 | — | — | |
| EasyControlEdgeInference Steps (K)=50, Evaluation Protocol=SEval, Classifier-Free Guidance (CFG)=true2026.02 | 0.857 | 0.874 | — | — | |
| EasyControlEdgeInference Steps (K)=50, Evaluation Protocol=SEval, Classifier-Free Guidance (CFG)=false2026.02 | 0.855 | 0.873 | — | — | |
| EDETRyear=20222023.04 | 0.84 | 0.858 | 0.896 | 0.93 | |
| EdgeSAM-SEvaluation Protocol=SEval2026.02 | 0.838 | 0.852 | — | — | |
| EDMBEvaluation Protocol=SEval2026.02 | 0.837 | 0.851 | — | — | |
| DiffusionEdgeEvaluation Protocol=SEval2026.02 | 0.834 | 0.848 | — | — | |
| UAEDEvaluation Protocol=SEval2026.02 | 0.829 | 0.847 | — | — | |
| EDTEREvaluation Protocol=SEval2026.02 | 0.824 | 0.841 | — | — | |
| EasyControlEdgeInference Steps (K)=5, Evaluation Protocol=CEval2026.02 | 0.807 | 0.819 | — | — | |
| EasyControlEdgeInference Steps (K)=50, Evaluation Protocol=CEval, Classifier-Free Guidance (CFG)=false2026.02 | 0.805 | 0.819 | — | — | |
| EasyControlEdgeInference Steps (K)=50, Evaluation Protocol=CEval, Classifier-Free Guidance (CFG)=true2026.02 | 0.803 | 0.817 | — | — | |
| COB2018.05 | 0.793 | 0.82 | 0.859 | — | |
| MP@Res4module location=Res42018.05 | 0.792 | 0.806 | 0.832 | — | |
| EasyControlEdgeInference Steps (K)=1, Evaluation Protocol=CEval2026.02 | 0.79 | 0.797 | — | — | |
| HEDyear=20152023.04 | 0.788 | 0.808 | 0.84 | 0.923 | |
| HED2018.05 | 0.78 | 0.796 | 0.834 | — | |
| SAMyear=2023, evaluation protocol=zero-shot2023.04 | 0.768 | 0.786 | 0.794 | 0.928 | |
| ViT-H-SAMinference_mode=zero-shot2023.07 | 0.768 | 0.786 | 0.794 | — | |
| RepViT-SAMinference_mode=zero-shot2023.07 | 0.764 | 0.786 | 0.773 | — | |
| LEP2018.05 | 0.757 | 0.793 | 0.828 | — | |
| MobileSAMinference_mode=zero-shot2023.07 | 0.756 | 0.768 | 0.746 | — | |
| DiffusionEdgeEvaluation Protocol=CEval2026.02 | 0.749 | 0.754 | — | — | |
| MCG2018.05 | 0.747 | 0.779 | 0.759 | — | |
| ViT-B-SAMinference_mode=zero-shot2023.07 | 0.743 | 0.764 | 0.726 | — | |
| gPb-UCM2018.05 | 0.726 | 0.76 | 0.727 | — | |
| UAEDEvaluation Protocol=CEval2026.02 | 0.722 | 0.731 | — | — | |
| EDTEREvaluation Protocol=CEval2026.02 | 0.698 | 0.706 | — | — | |
| GEDEvaluation Protocol=CEval2026.02 | 0.678 | 0.692 | — | — | |
| NCut2018.05 | 0.641 | 0.674 | 0.447 | — | |
| EGB2018.05 | 0.636 | 0.674 | 0.581 | — | |
| Felz-Huttyear=2004, evaluation protocol=zero-shot2023.04 | 0.61 | 0.64 | 0.56 | — | |
| MShift2018.05 | 0.601 | 0.644 | 0.493 | — | |
| Cannyyear=1986, evaluation protocol=zero-shot2023.04 | 0.6 | 0.64 | 0.58 | — | |
| Sobel filteryear=1968, evaluation protocol=zero-shot2023.04 | 0.539 | — | — | — |