Selective Prediction on ImageNet-100
0.2Selective Prediction ErrorSN
Evaluation Results
| Method | Links | |
|---|---|---|
| SNCoverage (%)=10, Selective Retrieval (SR)=true2026.02 | 0.2 | |
| SYNCCoverage (%)=10, Selective Retrieval (SR)=true, Gamma=12026.02 | 0.8 | |
| SNCoverage (%)=20, Selective Retrieval (SR)=true2026.02 | 0.93 | |
| SYNCCoverage (%)=10, Selective Retrieval (SR)=false, Gamma=12026.02 | 0.93 | |
| SYNCCoverage (%)=20, Selective Retrieval (SR)=false, Gamma=12026.02 | 1.27 | |
| SYNCCoverage (%)=30, Selective Retrieval (SR)=false, Gamma=12026.02 | 1.69 | |
| DGCoverage (%)=10, Selective Retrieval (SR)=true2026.02 | 2 | |
| SYNCCoverage (%)=40, Selective Retrieval (SR)=false, Gamma=12026.02 | 2.08 | |
| SNCoverage (%)=30, Selective Retrieval (SR)=true2026.02 | 2.13 | |
| SYNCCoverage (%)=20, Selective Retrieval (SR)=true, Gamma=12026.02 | 2.33 | |
| DGCoverage (%)=20, Selective Retrieval (SR)=true2026.02 | 2.67 | |
| SNCoverage (%)=40, Selective Retrieval (SR)=true2026.02 | 3.08 | |
| SYNCCoverage (%)=30, Selective Retrieval (SR)=true, Gamma=12026.02 | 3.24 | |
| SYNCCoverage (%)=50, Selective Retrieval (SR)=false, Gamma=12026.02 | 3.25 | |
| DGCoverage (%)=30, Selective Retrieval (SR)=true2026.02 | 3.53 | |
| SNCoverage (%)=10, Selective Retrieval (SR)=false2026.02 | 4 | |
| SYNCCoverage (%)=40, Selective Retrieval (SR)=true, Gamma=12026.02 | 4.23 | |
| SNCoverage (%)=20, Selective Retrieval (SR)=false2026.02 | 4.37 | |
| SNCoverage (%)=50, Selective Retrieval (SR)=true2026.02 | 4.51 | |
| DGCoverage (%)=40, Selective Retrieval (SR)=true2026.02 | 4.58 | |
| SNCoverage (%)=30, Selective Retrieval (SR)=false2026.02 | 4.62 | |
| SYNCCoverage (%)=60, Selective Retrieval (SR)=false, Gamma=12026.02 | 4.96 | |
| SNCoverage (%)=40, Selective Retrieval (SR)=false2026.02 | 5.02 | |
| SNCoverage (%)=50, Selective Retrieval (SR)=false2026.02 | 5.51 | |
| SYNCCoverage (%)=50, Selective Retrieval (SR)=true, Gamma=12026.02 | 5.6 | |
| DGCoverage (%)=50, Selective Retrieval (SR)=true2026.02 | 6.17 | |
| SNCoverage (%)=60, Selective Retrieval (SR)=true2026.02 | 6.28 | |
| SNCoverage (%)=60, Selective Retrieval (SR)=false2026.02 | 6.41 | |
| SYNCCoverage (%)=60, Selective Retrieval (SR)=true, Gamma=12026.02 | 7.18 | |
| SYNCCoverage (%)=70, Selective Retrieval (SR)=false, Gamma=12026.02 | 7.33 | |
| DGCoverage (%)=60, Selective Retrieval (SR)=true2026.02 | 7.8 | |
| SNCoverage (%)=70, Selective Retrieval (SR)=false2026.02 | 8.27 | |
| SNCoverage (%)=70, Selective Retrieval (SR)=true2026.02 | 8.45 | |
| SYNCCoverage (%)=70, Selective Retrieval (SR)=true, Gamma=12026.02 | 8.95 | |
| DGCoverage (%)=70, Selective Retrieval (SR)=true2026.02 | 9.57 | |
| SYNCCoverage (%)=80, Selective Retrieval (SR)=false, Gamma=12026.02 | 10.61 | |
| SNCoverage (%)=80, Selective Retrieval (SR)=true2026.02 | 11.25 | |
| SYNCCoverage (%)=80, Selective Retrieval (SR)=true, Gamma=12026.02 | 11.41 | |
| SNCoverage (%)=80, Selective Retrieval (SR)=false2026.02 | 11.42 | |
| DGCoverage (%)=80, Selective Retrieval (SR)=true2026.02 | 11.81 | |
| SYNCCoverage (%)=90, Selective Retrieval (SR)=false, Gamma=12026.02 | 14.79 | |
| SYNCCoverage (%)=90, Selective Retrieval (SR)=true, Gamma=12026.02 | 15.17 | |
| DGCoverage (%)=90, Selective Retrieval (SR)=true2026.02 | 15.41 | |
| SNCoverage (%)=90, Selective Retrieval (SR)=true2026.02 | 15.69 | |
| SNCoverage (%)=90, Selective Retrieval (SR)=false2026.02 | 16.27 | |
| DGCoverage (%)=10, Selective Retrieval (SR)=false2026.02 | 17.53 | |
| DGCoverage (%)=20, Selective Retrieval (SR)=false2026.02 | 18.73 | |
| DGCoverage (%)=30, Selective Retrieval (SR)=false2026.02 | 18.84 | |
| DGCoverage (%)=50, Selective Retrieval (SR)=false2026.02 | 18.85 | |
| DGCoverage (%)=40, Selective Retrieval (SR)=false2026.02 | 18.9 | |
| DGCoverage (%)=70, Selective Retrieval (SR)=false2026.02 | 18.92 | |
| DGCoverage (%)=60, Selective Retrieval (SR)=false2026.02 | 18.94 | |
| DGCoverage (%)=80, Selective Retrieval (SR)=false2026.02 | 19.08 | |
| DGCoverage (%)=90, Selective Retrieval (SR)=false2026.02 | 19.33 | |
| SYNCCoverage (%)=100, Selective Retrieval (SR)=false, Gamma=12026.02 | 20.19 | |
| SYNCCoverage (%)=100, Selective Retrieval (SR)=true, Gamma=12026.02 | 20.19 | |
| DGCoverage (%)=100, Selective Retrieval (SR)=false2026.02 | 20.78 | |
| DGCoverage (%)=100, Selective Retrieval (SR)=true2026.02 | 20.78 | |
| SNCoverage (%)=100, Selective Retrieval (SR)=false2026.02 | 21.07 | |
| SNCoverage (%)=100, Selective Retrieval (SR)=true2026.02 | 21.07 |