Crowd Counting on UCF-QNRF (MAE/MSE)
71.3MAEADSCNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ADSCNetVenue=CVPR'202021.07 | 71.3 | 132.5 | |
| STEERERYear=2024, Backbone=HRNet2026.01 | 74.3 | 128.3 | |
| GramformerYear=2024, Backbone=VGG192026.01 | 76.7 | 129.5 | |
| P2PNet2021.07 | 85.32 | 154.5 | |
| P2PNetYear=2024, Backbone=VGG162026.01 | 85.32 | 154.5 | |
| DM-CountVenue=NeurIPS'202021.07 | 85.6 | 148.3 | |
| AMRNetVenue=ECCV'202021.07 | 86.6 | 152.2 | |
| Bayesian+Venue=ICCV'192021.07 | 88.7 | 154.8 | |
| RepSFNetYear=2025, Backbone=RepLKViT2026.01 | 90.7 | 179.3 | |
| ASNetVenue=CVPR'202021.07 | 91.59 | 159.71 | |
| DKDYear=2023, Backbone=VGG192026.01 | 91.7 | 150.1 | |
| CCTransWeakly-supervised=true2022.03 | 92.1 | 158.9 | |
| CrowdFormerWeakly-supervised=true2022.03 | 93.3 | 160.9 | |
| TransCrowdWeakly-supervised=true2022.03 | 97.2 | 168.5 | |
| AMSNetVenue=ECCV'202021.07 | 101.8 | 163.2 | |
| S-DCNetVenue=ICCV'192021.07 | 104.4 | 176.1 | |
| FSIMSource=SHA, Adaptation=true2026.03 | 105.3 | 191.1 | |
| CANVenue=CVPR'192021.07 | 107 | 183 | |
| Granular Ball Guided Stable Latent Domain DiscoverySource=SHA, Adaptation=false2026.03 | 116.2 | 211.7 | |
| DGCCSource=SHA, Adaptation=false2026.03 | 119.4 | 216.6 | |
| SaKnDSource=SHA, Adaptation=true2026.03 | 120.2 | 217.7 | |
| C2MoTSource=SHA, Adaptation=true2026.03 | 125.7 | 218.3 | |
| D2CNetSource=SHA, Adaptation=false2026.03 | 126.8 | 245.5 | |
| DG-MANSource=SHA, Adaptation=false2026.03 | 129.1 | 238.2 | |
| DMCountSource=SHA, Adaptation=false2026.03 | 134.4 | 252.1 | |
| MANSource=SHA, Adaptation=false2026.03 | 138.8 | 266.3 | |
| Granular Ball Guided Stable Latent Domain DiscoverySource=SHB, Adaptation=false2026.03 | 165.3 | 292 | |
| BLSource=SHA, Adaptation=false2026.03 | 166.7 | 287.6 | |
| RBTSource=SHA, Adaptation=true2026.03 | 175 | 294.8 | |
| DGCCSource=SHB, Adaptation=false2026.03 | 179.1 | 316.2 | |
| DG-MANSource=SHB, Adaptation=false2026.03 | 182.4 | 325.8 | |
| SaKnDSource=SHB, Adaptation=true2026.03 | 184.5 | 320.5 | |
| FSIMSource=SHB, Adaptation=true2026.03 | 194.9 | 324.5 | |
| DSSINetSource=SHA, Adaptation=false2026.03 | 198.7 | 329.4 | |
| C2MoTSource=SHB, Adaptation=true2026.03 | 198.9 | 368 | |
| DMCountSource=SHB, Adaptation=false2026.03 | 203 | 386.1 | |
| MANSource=SHB, Adaptation=false2026.03 | 209.4 | 378.8 | |
| SASNetSource=SHA, Adaptation=false2026.03 | 211.2 | 418.6 | |
| RBTSource=SHB, Adaptation=true2026.03 | 211.3 | 381.9 | |
| SE+FDSource=SHA, Adaptation=true2026.03 | 221.2 | 390.2 | |
| SE+FDSource=SHB, Adaptation=true2026.03 | 221.2 | 390.2 | |
| BLSource=SHB, Adaptation=false2026.03 | 226.4 | 411 | |
| SE CycleGANSource=SHA, Adaptation=true2026.03 | 230.4 | 384.5 | |
| SE CycleGANSource=SHB, Adaptation=true2026.03 | 230.4 | 384.5 | |
| CycleGANSource=SHA, Adaptation=true2026.03 | 257.3 | 400.6 | |
| CycleGANSource=SHB, Adaptation=true2026.03 | 257.3 | 400.6 | |
| DSSINetSource=SHB, Adaptation=false2026.03 | 267.3 | 477.6 | |
| D2CNetSource=SHB, Adaptation=false2026.03 | 267.5 | 486 | |
| SASNetSource=SHB, Adaptation=false2026.03 | 273.5 | 481.3 |