Crowd Counting on JHU-CROWD++ (test)
46MAEFSCA-Net+MAN(M)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FSCA-Net+MAN(M)Backbone=MAN, Training Protocol=Joint Training2026.02 | 46 | 192.4 | — | |
| CrowDiff2026.02 | 47.3 | 198.9 | — | |
| PSDNN + Crowd HatType=Detection-Based2023.08 | 52.3 | — | 211.8 | |
| CrowdHat2026.02 | 52.3 | 211.8 | — | |
| MANType=Density-Based2023.08 | 53.4 | — | 209.9 | |
| STEERER2026.02 | 54.3 | 238.3 | — | |
| APGCC2026.02 | 54.3 | 255.9 | — | |
| FSCA-Net+DM(M)Backbone=DM, Training Protocol=Joint Training2026.02 | 54.7 | 229 | — | |
| FSCA-Net+CSRNET(M)Backbone=CSRNet, Training Protocol=Joint Training2026.02 | 56.2 | 231.6 | — | |
| P2P-NetType=Localization-Based2023.08 | 56.3 | — | 268.3 | |
| SDNet + Crowd HatType=Detection-Based2023.08 | 56.9 | — | 251.5 | |
| GauNet (ResNet-50)Backbone=ResNet-502022.06 | 58.2 | 245.1 | — | |
| FSCA-Net+BL(M)Backbone=BL, Training Protocol=Joint Training2026.02 | 58.4 | 237.1 | — | |
| PET2026.02 | 58.5 | 238 | — | |
| P2R2026.02 | 58.8 | 253.1 | — | |
| SDNetVenue=ICCV’212022.06 | 59.3 | 248.9 | — | |
| CLTRType=Localization-Based2023.08 | 59.5 | — | 240.6 | |
| GLossVenue=CVPR’212022.06 | 59.9 | 259.5 | — | |
| GLType=Localization-Based2023.08 | 59.9 | — | 259.5 | |
| Topo-CountType=Localization-Based2023.08 | 60.9 | — | 267.4 | |
| XMasklabeled Pct.=40%2026.03 | 61.9 | 256.1 | — | |
| LSC-CNN + Crowd HatType=Detection-Based2023.08 | 63 | — | 270.9 | |
| P2Rlabeled Pct.=40%2026.03 | 63.3 | 271.1 | — | |
| DAClabeled Pct.=40%2026.03 | 65.1 | 260 | — | |
| M-SFANET2026.02 | 65.5 | 265.4 | — | |
| DM-CountVenue=NeurIPS’202022.06 | 66 | 261.4 | — | |
| DMTraining Protocol=Separate Training2026.02 | 66 | 261.7 | — | |
| BLTraining Protocol=Separate Training2026.02 | 67.1 | 268.9 | — | |
| MNAVenue=NeurIPS’202022.06 | 67.7 | 258.5 | — | |
| MNA2026.02 | 67.7 | 258.5 | — | |
| P2Rlabeled Pct.=10%2026.03 | 68.7 | 272.3 | — | |
| XMasklabeled Pct.=10%2026.03 | 68.7 | 258.7 | — | |
| GauNet (SANet)Backbone=SANet2022.06 | 68.9 | 270.6 | — | |
| GauNet (CSRNet)Backbone=CSRNet2022.06 | 69.4 | 262.4 | — | |
| OT-Mlabeled Pct.=40%2026.03 | 72.1 | 272 | — | |
| OT-Mlabeled Pct.=10%2026.03 | 73 | 280.6 | — | |
| DAClabeled Pct.=10%2026.03 | 75.9 | 282.3 | — | |
| XMasklabeled Pct.=5%2026.03 | 77.1 | 289.5 | — | |
| P2Rlabeled Pct.=5%2026.03 | 77.8 | 293.5 | — | |
| SDNetType=Detection-Based2023.08 | 78.8 | — | 295.4 | |
| SUA-FullyType=Density-Based2023.08 | 80.1 | — | 305.3 | |
| DAClabeled Pct.=5%2026.03 | 82.2 | 294.9 | — | |
| OT-Mlabeled Pct.=5%2026.03 | 82.7 | 304.5 | — | |
| CSRNetVenue=CVPR’182022.06 | 85.9 | 309.2 | — | |
| CSRNetTraining Protocol=Separate Training2026.02 | 85.9 | 309.2 | — | |
| LSC-CNNType=Detection-Based2023.08 | 87.3 | — | 309 | |
| L2Rlabeled Pct.=10%2026.03 | 87.5 | 315.3 | — | |
| SANetVenue=ECCV’182022.06 | 91.1 | 320.4 | — | |
| PSDNNType=Detection-Based2023.08 | 95.7 | — | 344.3 | |
| L2Rlabeled Pct.=5%2026.03 | 101.4 | 338.8 | — | |
| MTlabeled Pct.=5%2026.03 | 101.5 | 363.5 | — | |
| MTlabeled Pct.=40%2026.03 | 121.5 | 388.9 | — | |
| L2Rlabeled Pct.=40%2026.03 | 123.6 | 376.1 | — | |
| URCVenue=ICCV’212022.06 | 129.7 | 400.5 | — | |
| GauNet (MCNN)Backbone=MCNN2022.06 | 165.3 | 486.6 | — | |
| MCNNVenue=CVPR’162022.06 | 188.9 | 483.4 | — | |
| MTlabeled Pct.=10%2026.03 | 250.3 | 90.2 | — |