Out-of-Distribution Detection on Core50 ID (OOD Targets: COCO, IN-1K, Flk30, CC12M, VG)
98.9AUROC (COCO)T-QPM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| T-QPMt (timestep)=22026.03 | 98.9 | 99.1 | 99 | 99.5 | 97.6 | |
| T-QPMt (timestep)=32026.03 | 98.85 | 99.05 | 99.1 | 99.48 | 97.4 | |
| T-QPMt (timestep)=02026.03 | 98.8 | 99.1 | 99.05 | 99.55 | 97.5 | |
| T-QPMt (timestep)=12026.03 | 98.75 | 99.08 | 99.02 | 99.52 | 97.55 | |
| T-QPMt (timestep)=42026.03 | 98.7 | 99 | 99 | 99.4 | 97.2 | |
| T-QPMt (timestep)=52026.03 | 98.6 | 98.95 | 98.95 | 99.35 | 97 | |
| T-QPMt (timestep)=62026.03 | 98.5 | 98.9 | 98.9 | 99.2 | 96.8 | |
| T-QPMt (timestep)=72026.03 | 98.4 | 98.85 | 98.7 | 99.1 | 96.3 | |
| T-QPMt (timestep)=82026.03 | 97.6 | 98.7 | 98.1 | 99 | 95.8 | |
| T-QPMt (timestep)=92026.03 | 97.4 | 98.6 | 98 | 98.9 | 95.5 | |
| DPMt (timestep)=02026.03 | 95.7 | 97.6 | 96.1 | 97.7 | 93.9 | |
| DPMt (timestep)=12026.03 | 95.6 | 97.5 | 96 | 97.6 | 93.7 | |
| DPMt (timestep)=22026.03 | 95.6 | 97.8 | 96.1 | 97.8 | 94.1 | |
| DPMt (timestep)=32026.03 | 95.4 | 97.3 | 95.9 | 97.65 | 93.6 | |
| DPMt (timestep)=42026.03 | 95 | 97 | 95.5 | 97.3 | 93 | |
| DPMt (timestep)=52026.03 | 94.8 | 96.9 | 95.2 | 97.1 | 92.6 | |
| DPMt (timestep)=62026.03 | 94.5 | 96.7 | 95 | 96.9 | 92.3 | |
| DPMt (timestep)=72026.03 | 94 | 96.3 | 94.6 | 96.6 | 91.5 | |
| DPMt (timestep)=82026.03 | 93.2 | 95.4 | 93.8 | 95.6 | 89.8 | |
| DPMt (timestep)=92026.03 | 92.9 | 95 | 93.5 | 95.3 | 89 | |
| DPMt=92026.03 | 26.5 | 18.8 | 23 | 17 | 36.8 | |
| DPMt=72026.03 | 24.1 | 17.3 | 21.5 | 15.2 | 34.6 | |
| DPMt=82026.03 | 24.1 | 17.3 | 21.5 | 15.2 | 34.6 | |
| DPMt=62026.03 | 24 | 16.5 | 22 | 16.5 | 34.5 | |
| DPMt=52026.03 | 22 | 15.5 | 20.8 | 15 | 32 | |
| DPMt=42026.03 | 20.1 | 14 | 18.5 | 13.5 | 30 | |
| DPMt=32026.03 | 18.5 | 12.8 | 16.2 | 12 | 27.5 | |
| DPMt=12026.03 | 17 | 11.8 | 15 | 11 | 23.8 | |
| DPMt=02026.03 | 16.5 | 11.3 | 14 | 10.6 | 23.4 | |
| DPMt=22026.03 | 16.4 | 11.2 | 14.1 | 10.3 | 22.8 | |
| T-QPMt=62026.03 | 11.2 | 8.5 | 9.6 | 6 | 18.5 | |
| T-QPMt=92026.03 | 11 | 7.8 | 9.2 | 6.3 | 18.8 | |
| T-QPMt=52026.03 | 10 | — | 8.5 | 5 | 17 | |
| T-QPMt=72026.03 | 9.8 | 6.9 | 8.2 | 5.1 | 16.9 | |
| T-QPMt=82026.03 | 9.8 | 6.9 | 8.2 | 5.1 | 16.9 | |
| T-QPMt=42026.03 | 8.9 | 6.2 | 7.4 | 4.2 | 15.5 | |
| T-QPMt=32026.03 | 7.8 | 5.3 | 6.4 | 3.5 | 14.2 | |
| T-QPMt=12026.03 | 6.7 | 4.6 | 5.7 | 3 | 11.9 | |
| T-QPMt=22026.03 | 6.2 | 4.1 | 5.1 | 2.7 | 10.4 | |
| T-QPMt=02026.03 | 6.1 | 4 | 5 | 2.7 | 10.2 |