Crowd Counting on SHHA Sparse <100
2.83MAEClean
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CleanTarget Model=FIDTM2026.03 | 2.83 | 5.06 | — | — | |
| AdmixTarget Model=FIDTM2026.03 | 2.83 | 4.6 | 24.14 | 93 | |
| L2TTarget Model=FIDTM2026.03 | 2.83 | 4.56 | 24.07 | 93.1 | |
| FIATarget Model=FIDTM2026.03 | 3.67 | 5.23 | 23.65 | 92.4 | |
| DI-2FGSMTarget Model=FIDTM2026.03 | 4.33 | 6.09 | 23.65 | 92.4 | |
| PAPTarget Model=FIDTM2026.03 | 4.67 | 7.42 | 19.13 | 95.4 | |
| SVRETarget Model=FIDTM2026.03 | 4.83 | 6.72 | 23.64 | 92.4 | |
| GE-AdvGANTarget Model=FIDTM2026.03 | 5.17 | 7.65 | 24.2 | 92.2 | |
| GRATarget Model=FIDTM2026.03 | 5.83 | 8.9 | 23.66 | 92.4 | |
| Ours using P2PNetTarget Model=FIDTM, Surrogate Model=P2PNet2026.03 | 12.83 | 18.62 | 18.91 | 81.67 | |
| DiffAttackTarget Model=FIDTM2026.03 | 14.33 | 25.07 | 12.88 | 57.7 | |
| Ours using SASNetTarget Model=FIDTM, Surrogate Model=SASNet2026.03 | 14.33 | 21.93 | 18.99 | 81.9 |