Crowd Counting on SHHA (Overall)
28.1MAEClean
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CleanTarget Model=FIDTM2026.03 | 28.1 | 4.28 | — | — | |
| PAPTarget Model=FIDTM2026.03 | 32.72 | 5.81 | 22.46 | 0.976 | |
| FIATarget Model=FIDTM2026.03 | 68.96 | 10.27 | 20.59 | 0.837 | |
| AdmixTarget Model=FIDTM2026.03 | 69.21 | 9.73 | 20.8 | 0.841 | |
| GRATarget Model=FIDTM2026.03 | 69.87 | 10.35 | 20.6 | 0.837 | |
| L2TTarget Model=FIDTM2026.03 | 70.17 | 9.6 | 20.79 | 0.842 | |
| DI-2FGSMTarget Model=FIDTM2026.03 | 77.14 | 11.44 | 20.59 | 0.836 | |
| SVRETarget Model=FIDTM2026.03 | 77.83 | 11.76 | 20.58 | 0.836 | |
| GE-AdvGANTarget Model=FIDTM2026.03 | 110.78 | 15.66 | 23.2 | 0.875 | |
| Ours using SASNetTarget Model=FIDTM, Surrogate Model=SASNet2026.03 | 259.76 | 50.01 | 19.25 | 0.82 | |
| Ours using P2PNetTarget Model=FIDTM, Surrogate Model=P2PNet2026.03 | 271.71 | 47.72 | 19.18 | 0.817 | |
| DiffAttackTarget Model=FIDTM2026.03 | 414.66 | 67.13 | 11.52 | 0.483 |