Crowd Counting on UCF-QNRF (test)
68.9MAECrowDiff
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CrowDiff2026.02 | 68.9 | — | — | — | — | 125.6 | |
| ADSCNetVenue=CVPR’202022.06 | 71.3 | — | — | 132.5 | — | — | |
| ADSCNetType=Density-Based2023.08 | 71.3 | — | — | — | 132.5 | — | |
| ADSCNET2026.02 | 71.3 | — | — | — | — | 132.5 | |
| FSCA-Net+MAN(M)Backbone=MAN, Training Protocol=Joint Training2026.02 | 73.5 | — | — | — | — | 124.5 | |
| STEERER2026.02 | 74.3 | — | — | — | — | 128.3 | |
| STEERERYear=2024, Backbone=HRNet2026.01 | 74.3 | — | — | — | — | 128.3 | |
| PSDNN + Crowd HatType=Detection-Based2023.08 | 75.1 | — | — | — | 126.7 | — | |
| CrowdHat2026.02 | 75.1 | — | — | — | — | 126.7 | |
| FSCA-Net+DM(M)Backbone=DM, Training Protocol=Joint Training2026.02 | 75.1 | — | — | — | — | 135 | |
| GramformerYear=2024, Backbone=VGG192026.01 | 76.7 | — | — | — | — | 129.5 | |
| MANType=Density-Based2023.08 | 77.3 | — | — | — | 131.5 | — | |
| MANVenue=CVPR'222024.01 | 77.3 | — | — | — | — | 131.5 | |
| CrowdFormerType=Density-Based2023.08 | 78.8 | — | — | — | 136.1 | — | |
| PET2026.02 | 79.5 | — | — | — | — | 144.3 | |
| APGCC2026.02 | 80 | — | — | — | — | 136.6 | |
| ChfLVenue=CVPR'222024.01 | 80.3 | — | — | — | — | 137.6 | |
| ChfL2026.02 | 80.3 | — | — | — | — | 137.6 | |
| S3Venue=IJCAI'212024.01 | 80.6 | — | — | — | — | 139.8 | |
| SDNetVenue=ICCV’212022.06 | 80.7 | — | — | 146.3 | — | — | |
| SDNet + Crowd HatType=Detection-Based2023.08 | 81 | — | — | — | 139.4 | — | |
| GLossVenue=IJCAI'212024.01 | 81.2 | — | — | — | — | 138.6 | |
| GauNet (ResNet-50)Backbone=ResNet-502022.06 | 81.6 | — | — | 153.7 | — | — | |
| GauNetVenue=CVPR'222024.01 | 81.6 | — | — | — | — | 153.7 | |
| GauNetLocalization=false, Architecture=CNN2024.05 | 81.6 | — | — | — | — | 153.7 | |
| GauNet2026.02 | 81.6 | — | — | — | — | 153.7 | |
| P2R2026.02 | 83.3 | — | — | — | — | 138.1 | |
| CHS-NetVenue=ICASSP'232024.01 | 83.4 | — | — | — | — | 144.9 | |
| FSCA-Net+BL(M)Backbone=BL, Training Protocol=Joint Training2026.02 | 83.8 | — | — | — | — | 144.5 | |
| XMasklabeled Pct.=40%2026.03 | 84 | — | — | — | — | 143.6 | |
| GauNet (CSRNet)Backbone=CSRNet2022.06 | 84.2 | — | — | 152.4 | — | — | |
| GLossVenue=CVPR’212022.06 | 84.3 | — | — | 147.5 | — | — | |
| GLType=Localization-Based2023.08 | 84.3 | — | — | — | 147.5 | — | |
| GL2026.02 | 84.3 | — | — | — | — | 147.5 | |
| LSC-CNN + Crowd HatType=Detection-Based2023.08 | 84.7 | — | — | — | 150.2 | — | |
| FGENetVenue=This Paper2024.01 | 85.2 | — | — | — | — | 158.76 | |
| FGENetLocalization=true, Architecture=CNN2024.05 | 85.2 | — | — | — | — | 158.76 | |
| P2P-NetType=Localization-Based2023.08 | 85.3 | — | — | — | 154.5 | — | |
| P2PNetVenue=ICCV'212024.01 | 85.32 | — | — | — | — | 154.5 | |
| P2PNetLocalization=true, Architecture=CNN2024.05 | 85.32 | — | — | — | — | 154.5 | |
| P2PNetYear=2024, Backbone=VGG162026.01 | 85.32 | — | — | — | — | 154.5 | |
| M-SFANet*modifications=section V-E2020.03 | 85.6 | — | — | — | 151.23 | — | |
| DM-CountVenue=NeurIPS’202022.06 | 85.6 | — | — | 148.3 | — | — | |
| M-SFANET2026.02 | 85.6 | — | — | — | — | 151.2 | |
| DMTraining Protocol=Separate Training2026.02 | 85.6 | — | — | — | — | 148.3 | |
| DM-CountYear=2020, Backbone=VGG192026.01 | 85.6 | — | — | — | — | 148.3 | |
| M-SFANetYear=2021, Backbone=VGG16-BN2026.01 | 85.6 | — | — | — | — | 151.23 | |
| MNAVenue=NeurIPS’202022.06 | 85.8 | — | — | 150.6 | — | — | |
| CLTRType=Localization-Based2023.08 | 85.8 | — | — | — | 141.3 | — | |
| CLTRVenue=ECCV'232024.01 | 85.8 | — | — | — | — | 141.3 | |
| CLTRLocalization=true, Architecture=Transformer2024.05 | 85.8 | — | — | — | — | 141.3 | |
| MNA2026.02 | 85.8 | — | — | — | — | 150.6 | |
| P2Rlabeled Pct.=40%2026.03 | 86 | — | — | — | — | 144.3 | |
| GauNet (SANet)Backbone=SANet2022.06 | 86.6 | — | — | 162.8 | — | — | |
| LoViTCrowdLocalization=false, Architecture=Transformer2024.05 | 87 | — | — | — | — | 141.9 | |
| FSCA-Net+CSRNET(M)Backbone=CSRNet, Training Protocol=Joint Training2026.02 | 87.6 | — | — | — | — | 134.4 | |
| M-SFANet*+M-SegNet*modifications=section V-E, aggregation=average prediction2020.03 | 87.64 | — | — | — | 147.78 | — | |
| VMambaCCLocalization=true, Architecture=Mamba2024.05 | 88.42 | — | — | — | — | 144.73 | |
| BL2020.03 | 88.7 | — | — | — | 154.8 | — | |
| BLTraining Protocol=Separate Training2026.02 | 88.7 | — | — | — | — | 154.8 | |
| Topo-CountType=Localization-Based2023.08 | 89 | — | — | — | 159 | — | |
| ASNPE2026.02 | 89.1 | — | — | — | — | 159.7 | |
| SRRNetYear=2023, Backbone=HRNet2026.01 | 89.5 | — | — | — | — | 162.9 | |
| RepSFNetYear=2025, Backbone=RepLKViT2026.01 | 90.7 | — | — | — | — | 179.3 | |
| GGANetYear=2023, Backbone=GGANet2026.01 | 91 | — | — | — | — | 158.6 | |
| DAClabeled Pct.=40%2026.03 | 91.1 | — | — | — | — | 153.4 | |
| ASNetVenue=CVPR'202024.01 | 91.59 | — | — | — | — | 159.71 | |
| ASNetLocalization=false, Architecture=CNN2024.05 | 91.59 | — | — | — | — | 159.71 | |
| DKDYear=2023, Backbone=VGG192026.01 | 91.7 | — | — | — | — | 150.1 | |
| SCPNetYear=2023, Backbone=HRNet2026.01 | 93.7 | — | — | — | — | 164.3 | |
| XMasklabeled Pct.=10%2026.03 | 93.9 | — | — | — | — | 155.7 | |
| P2Rlabeled Pct.=10%2026.03 | 94.9 | — | — | — | — | 167.2 | |
| M-SegNet*modifications=section V-E2020.03 | 95.17 | — | — | — | 153.73 | — | |
| MBTTBF-SCFB2020.03 | 97.5 | — | — | — | 165.2 | — | |
| XMasklabeled Pct.=5%2026.03 | 98.4 | — | — | — | — | 163.7 | |
| DSSINet2020.03 | 99.1 | — | — | — | 159.2 | — | |
| P2Rlabeled Pct.=5%2026.03 | 100.1 | — | — | — | — | 182.5 | |
| OT-Mlabeled Pct.=40%2026.03 | 100.6 | — | — | — | — | 167.6 | |
| SFANet2020.03 | 100.8 | — | — | — | 174.5 | — | |
| AMSNetVenue=ECCV’202022.06 | 101.8 | — | — | 163.2 | — | — | |
| AMSNetYear=2020, Backbone=VGG192026.01 | 101.8 | — | — | — | — | 163.2 | |
| SFCN2020.03 | 102 | — | — | — | 171.4 | — | |
| SDNetType=Detection-Based2023.08 | 102.1 | — | — | — | 176 | — | |
| S-DCNet2020.03 | 104.4 | — | — | — | 176.1 | — | |
| CAN2020.03 | 107 | — | — | — | 183 | — | |
| CANVenue=CVPR'192024.01 | 107 | — | — | — | — | 183 | |
| CANNetLocalization=false, Architecture=CNN2024.05 | 107 | — | — | — | — | 183 | |
| DAClabeled Pct.=10%2026.03 | 109 | — | — | — | — | 187.2 | |
| CSRNetTraining Protocol=Separate Training2026.02 | 110.6 | — | — | — | — | 190.1 | |
| TEDNet2020.03 | 113 | — | — | — | 188 | — | |
| OT-Mlabeled Pct.=10%2026.03 | 113.1 | — | — | — | — | 186.7 | |
| HA-CCN2020.03 | 118.1 | — | — | — | 180.4 | — | |
| OT-Mlabeled Pct.=5%2026.03 | 118.4 | — | — | — | — | 195.4 | |
| GAPNetYear=2023, Backbone=GhostNet2026.01 | 118.5 | — | — | — | — | 217.2 | |
| CSRNetVenue=CVPR’182022.06 | 119.2 | — | — | 211.4 | — | — | |
| SUA-FullyType=Density-Based2023.08 | 119.2 | — | — | — | 213.3 | — | |
| DAClabeled Pct.=5%2026.03 | 120.2 | — | — | — | — | 209.3 | |
| CSRNetVenue=CVPR'182024.01 | 120.3 | — | — | — | — | 208.5 | |
| CSRNetLocalization=false, Architecture=CNN2024.05 | 120.3 | — | — | — | — | 208.5 | |
| LSC-CNNType=Detection-Based2023.08 | 120.5 | — | — | — | 218.2 | — |