Crowd Counting on SHHA Moderate 100-1000
16.69MAEClean
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CleanTarget Model=FIDTM2026.03 | 16.69 | 3.75 | — | — | |
| PAPTarget Model=FIDTM2026.03 | 22.37 | 5.4 | 22.58 | 97.7 | |
| AdmixTarget Model=FIDTM2026.03 | 48.61 | 9.44 | 21 | 84.8 | |
| L2TTarget Model=FIDTM2026.03 | 48.76 | 9.26 | 20.99 | 84.9 | |
| GRATarget Model=FIDTM2026.03 | 50.46 | 9.93 | 20.8 | 84.4 | |
| FIATarget Model=FIDTM2026.03 | 50.88 | 10.18 | 20.78 | 84.4 | |
| DI-2FGSMTarget Model=FIDTM2026.03 | 56.44 | 11.3 | 20.78 | 84.3 | |
| SVRETarget Model=FIDTM2026.03 | 58.35 | 11.68 | 20.78 | 84.3 | |
| GE-AdvGANTarget Model=FIDTM2026.03 | 64.33 | 14.19 | 23.36 | 87.8 | |
| Ours using SASNetTarget Model=FIDTM, Surrogate Model=SASNet2026.03 | 177.6 | 45.36 | 19.33 | 82.2 | |
| Ours using P2PNetTarget Model=FIDTM, Surrogate Model=P2PNet2026.03 | 188.58 | 48.19 | 19.25 | 81.89 | |
| DiffAttackTarget Model=FIDTM2026.03 | 287.66 | 67.36 | 11.58 | 49.6 |