Crowd Counting on ShanghaiTech Part B (test)
5.4MAEDiffusionLoc
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DiffusionLocTraining=Single-scene2026.03 | 5.4 | 8.5 | — | |
| APGCCTraining=Single-scene2026.03 | 5.6 | 8.7 | — | |
| CrowdFormerType=Density-Based2023.08 | 5.7 | — | 9.6 | |
| PSDNN + Crowd HatType=Detection-Based2023.08 | 5.7 | — | 9.4 | |
| STEERERYear=2024, Backbone=HRNet2026.01 | 5.8 | 8.5 | — | |
| STEERERYear=2024, Backbone=HRNet2026.01 | 5.8 | 8.5 | — | |
| PETTraining=Single-scene2026.03 | 6.1 | 9.6 | — | |
| GauNetVenue=CVPR'222024.01 | 6.2 | 9.9 | — | |
| GauNetLocalization=false, Architecture=CNN2024.05 | 6.2 | 9.9 | — | |
| GauNetTraining=Single-scene2026.03 | 6.2 | 9.9 | — | |
| P2PNetYear=2024, Backbone=VGG162026.01 | 6.25 | 9.9 | — | |
| P2PNetYear=2024, Backbone=VGG162026.01 | 6.25 | 9.9 | — | |
| P2P-NetType=Localization-Based2023.08 | 6.3 | — | 9.9 | |
| S3Venue=IJCAI'212024.01 | 6.3 | 10.6 | — | |
| P2PNetLocalization=true, Architecture=CNN2024.05 | 6.3 | 9.9 | — | |
| M-SFANetYear=2021, Backbone=VGG16-BN2026.01 | 6.3 | 10.2 | — | |
| M-SFANet+M-SegNetinference_strategy=average prediction2020.03 | 6.32 | — | 10.06 | |
| M-SFANet+M-SegNetYear=2021, Backbone=VGG16-BN2026.01 | 6.32 | 10.06 | — | |
| FGENetVenue=This Paper2024.01 | 6.34 | 10.53 | — | |
| FGENetLocalization=true, Architecture=CNN2024.05 | 6.34 | 10.53 | — | |
| M-SFANet*training=pretrained on UCF-QNRF, loss=Bayesian loss2020.03 | 6.38 | — | 10.22 | |
| ADSCNetType=Density-Based2023.08 | 6.4 | — | 11.3 | |
| SANet+SPANet2019.09 | 6.5 | 9.9 | — | |
| SANet+SPANet2020.03 | 6.5 | — | 9.9 | |
| CLTRType=Localization-Based2023.08 | 6.5 | — | 10.6 | |
| SDNet + Crowd HatType=Detection-Based2023.08 | 6.5 | — | 10.4 | |
| CLTRVenue=ECCV'232024.01 | 6.5 | 10.6 | — | |
| CLTRLocalization=true, Architecture=Transformer2024.05 | 6.5 | 10.6 | — | |
| S-DCNet2019.08 | 6.7 | 10.7 | — | |
| S-DCNet2020.03 | 6.7 | — | 10.7 | |
| AMSNetYear=2020, Backbone=VGG192026.01 | 6.7 | 10.2 | — | |
| M-SFANet2020.03 | 6.76 | — | 11.89 | |
| M-SegNet2020.03 | 6.8 | — | 10.41 | |
| M-SegNetYear=2021, Backbone=VGG16-BN2026.01 | 6.8 | 10.41 | — | |
| S-DCNetYear=2022, Backbone=VGG162026.01 | 6.8 | 11.5 | — | |
| SFANet2020.03 | 6.9 | — | 10.9 | |
| FusionCountMult-Adds=815.00 G2022.02 | 6.9 | — | 11.8 | |
| FusionCountVenue=ICIP'222024.01 | 6.9 | 11.8 | — | |
| ChfLVenue=CVPR'222024.01 | 6.9 | 11 | — | |
| ChflYear=2022, Backbone=VGG192026.01 | 6.9 | 11.9 | — | |
| P2PNetVenue=ICCV'212024.01 | 6.97 | 11.34 | — | |
| RepSFNetYear=2025, Backbone=RepLKViT2026.01 | 7 | 11.3 | — | |
| RepSFNetYear=2025, Backbone=RepLKViT2026.01 | 7 | 11.3 | — | |
| LSC-CNN + Crowd HatType=Detection-Based2023.08 | 7.1 | — | 11.3 | |
| CHS-NetVenue=ICASSP'232024.01 | 7.1 | 12.1 | — | |
| GLType=Localization-Based2023.08 | 7.3 | — | 11.7 | |
| GLossVenue=IJCAI'212024.01 | 7.3 | 11.4 | — | |
| GLossTraining=Single-scene2026.03 | 7.3 | 11.7 | — | |
| M-SFANetAblation=w/o skip connections2020.03 | 7.34 | — | 12.1 | |
| DM-Count2020.09 | 7.4 | — | 11.8 | |
| M-SFANetAblation=w/o CAN module2020.03 | 7.4 | — | 12.14 | |
| DM-CountMult-Adds=853.70 G2022.02 | 7.4 | — | 11.8 | |
| DKDYear=2023, Backbone=VGG192026.01 | 7.4 | 12.7 | — | |
| DM-CountYear=2020, Backbone=VGG192026.01 | 7.4 | 11.8 | — | |
| GGANetYear=2023, Backbone=GGANet2026.01 | 7.4 | 13.1 | — | |
| SRRNetYear=2023, Backbone=HRNet2026.01 | 7.4 | 13.6 | — | |
| DKDYear=2023, Backbone=VGG192026.01 | 7.4 | 12.7 | — | |
| DM-CountTraining=Single-scene2026.03 | 7.4 | 11.8 | — | |
| VMambaCCLocalization=true, Architecture=Mamba2024.05 | 7.48 | 12.47 | — | |
| CSFNetYear=2025, Backbone=VGG192026.01 | 7.5 | 11.8 | — | |
| SCPNetYear=2023, Backbone=HRNet2026.01 | 7.5 | 13.8 | — | |
| CSFNetYear=2025, Backbone=VGG192026.01 | 7.5 | 11.8 | — | |
| PACNN2020.09 | 7.6 | — | 11.8 | |
| SFCN2020.09 | 7.6 | — | 13 | |
| M-SFANetAblation=w/o ASPP module2020.03 | 7.67 | — | 13.28 | |
| Bayesian Loss2020.09 | 7.7 | — | 12.7 | |
| BL2020.03 | 7.7 | — | 12.7 | |
| BLMult-Adds=853.70 G2022.02 | 7.7 | — | 12.7 | |
| CANVenue=CVPR'192024.01 | 7.7 | 12.7 | — | |
| CAN2020.09 | 7.8 | — | 12.2 | |
| CAN2020.03 | 7.8 | — | 12.2 | |
| CANMult-Adds=908.05 G2022.02 | 7.8 | — | 12.2 | |
| Topo-CountType=Localization-Based2023.08 | 7.8 | — | 13.7 | |
| SDNetType=Detection-Based2023.08 | 7.8 | — | 12.6 | |
| SDANetVenue=AAAI'202024.01 | 7.8 | 10.2 | — | |
| CANNetLocalization=false, Architecture=CNN2024.05 | 7.8 | 12.2 | — | |
| SDANetLocalization=false, Architecture=CNN2024.05 | 7.8 | 10.2 | — | |
| MBTTBF-SCFB2020.03 | 8 | — | 15.5 | |
| LSC-CNN2019.06 | 8.1 | 12.7 | — | |
| Wan et al.2020.09 | 8.1 | — | 13.6 | |
| HA-CCN2020.03 | 8.1 | — | 13.4 | |
| LSC-CNNType=Detection-Based2023.08 | 8.1 | — | 12.7 | |
| TEDNet2020.03 | 8.2 | — | 12.8 | |
| ANF2020.09 | 8.3 | — | 13.2 | |
| SANet2019.08 | 8.4 | 13.6 | — | |
| SANetVenue=ECCV, Year=20182019.09 | 8.4 | 13.6 | — | |
| CSRNet+SPANet2019.09 | 8.4 | 13.2 | — | |
| SA-Net2019.06 | 8.4 | 13.6 | — | |
| SANet2020.09 | 8.4 | — | 13.6 | |
| Pixel-wise Loss2020.09 | 8.5 | — | 13.9 | |
| LoViTCrowdLocalization=false, Architecture=Transformer2024.05 | 8.6 | 13.8 | — | |
| PSDNN2019.06 | 9.1 | 14.2 | — | |
| PSDNNType=Detection-Based2023.08 | 9.1 | — | 14.2 | |
| OrdinalEntropyVenue=ICLR'232024.01 | 9.1 | 14.5 | — | |
| SPN2019.08 | 9.4 | 14.4 | — | |
| SCARNetLocalization=false, Architecture=CNN2024.05 | 9.5 | 15.2 | — | |
| GAPNetYear=2023, Backbone=GhostNet2026.01 | 9.8 | 15.2 | — | |
| ic-CNNvariant=one stage2018.07 | 10.4 | — | 16.7 | |
| CSRNet2018.02 | 10.6 | 16 | — | |
| CSRNet2018.07 | 10.6 | — | — |