Crowd Counting on WorldExpo'10 (test)
1.45Scene 1 ErrorM-SegNet
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| M-SegNet2020.03 | 1.45 | 11.72 | 10.29 | 21.15 | 5.47 | 10.03 | |
| DSSINet2020.03 | 1.57 | 9.51 | 9.46 | 10.35 | 2.49 | 6.67 | |
| ADCrowdNetvariant=DME2018.11 | 1.6 | 15.8 | 11 | 10.9 | 3.2 | 8.5 | |
| ADCrowdNetvariant=AMG-DME2018.11 | 1.6 | 13.8 | 10.7 | 8 | 3.2 | 7.4 | |
| ADCrowdNetvariant=AMG-attn-DME2018.11 | 1.6 | 13.2 | 8.7 | 10.6 | 2.6 | 7.3 | |
| ADCrowdNetvariant=AMG-bAttn-DME2018.11 | 1.7 | 14.4 | 11.5 | 7.9 | 3 | 7.7 | |
| M-SFANet2020.03 | 1.88 | 13.24 | 10.07 | 7.5 | 3.87 | 7.32 | |
| D-ConvNet2018.11 | 1.9 | 12.1 | 20.7 | 8.3 | 2.6 | 9.1 | |
| Cross-scene2017.12 | 2 | 29.5 | 9.7 | 9.3 | 3.1 | 12.9 | |
| DecideNet2017.12 | 2 | 13.14 | 8.9 | 17.4 | 4.75 | 9.23 | |
| DecideNet2018.11 | 2 | 13.14 | 8.9 | 17.4 | 4.75 | 9.23 | |
| Liu et al.2019.06 | 2 | 13.1 | 8.9 | 17.4 | 4.8 | 9.2 | |
| Chen et al.2017.08 | 2.1 | 55.9 | 9.6 | 11.3 | 3.4 | 16.5 | |
| Chen et al.2018.02 | 2.1 | 55.9 | 9.6 | 11.3 | 3.4 | 16.5 | |
| LGD-OSCC2026.02 | 2.1 | 10 | 7.5 | 7.4 | 2.2 | 5.8 | |
| Chen et al. (2025a)2026.02 | 2.2 | 10.5 | 8.1 | 7.7 | 2.6 | 6.2 | |
| Chen et al. (2025b)2026.02 | 2.2 | 10.1 | 7.7 | 7.8 | 2.4 | 6 | |
| SANet+SPANetBackbone=SANet, Module=SPANet2019.09 | 2.3 | 12.3 | 7.9 | 12.9 | 3.2 | 7.7 | |
| Chen and Wang2026.02 | 2.3 | 11 | 7.9 | 7.6 | 2.3 | 6.2 | |
| OURS-ECAN2018.11 | 2.4 | 9.4 | 8.8 | 11.2 | 4 | 7.2 | |
| PGCNet2020.03 | 2.5 | 12.7 | 8.4 | 13.7 | 3.2 | 8.1 | |
| IG-CNN2018.11 | 2.6 | 16.1 | 10.15 | 20.2 | 7.6 | 11.3 | |
| SANet2018.11 | 2.6 | 13.2 | 9 | 13.3 | 3 | 8.2 | |
| SaCNN2019.09 | 2.6 | 13.5 | 10.6 | 12.5 | 3.3 | 8.5 | |
| SANet2019.09 | 2.6 | 13.2 | 9 | 13.3 | 3 | 8.2 | |
| CSRNet+SPANetBackbone=CSRNet, Module=SPANet2019.09 | 2.6 | 11.1 | 8.9 | 13.5 | 3.3 | 7.9 | |
| SA-Net2019.06 | 2.6 | 13.2 | 9 | 13.3 | 3 | 8.2 | |
| Xu et al.2026.02 | 2.7 | 10.8 | 8.1 | 8.2 | 2.8 | 6.5 | |
| ACSCP2018.11 | 2.8 | 14.05 | 9.6 | 8.1 | 2.9 | 7.5 | |
| CP-CNN2017.08 | 2.9 | 14.7 | 10.5 | 10.4 | 5.8 | 8.86 | |
| CP-CNN2018.07 | 2.9 | 14.7 | 10.5 | 10.4 | 5.8 | 8.8 | |
| CNN-pixel2017.12 | 2.9 | 18.6 | 14.1 | 24.6 | 6.9 | 13.4 | |
| CP-CNN2018.02 | 2.9 | 14.7 | 10.5 | 10.4 | 5.8 | 8.86 | |
| CSRNet2018.02 | 2.9 | 11.5 | 8.6 | 16.6 | 3.4 | 8.6 | |
| CP-CNN2018.11 | 2.9 | 14.7 | 10.5 | 10.4 | 5.8 | 8.9 | |
| CSRNet2018.11 | 2.9 | 11.5 | 8.6 | 16.6 | 3.4 | 8.6 | |
| OURS-CAN2018.11 | 2.9 | 12 | 10 | 7.9 | 4.3 | 7.4 | |
| CSRNet2018.11 | 2.9 | 11.5 | 8.6 | 16.6 | 3.4 | 8.6 | |
| CP-CNN2019.09 | 2.9 | 14.7 | 10.5 | 10.4 | 5.8 | 8.9 | |
| CSRNet2019.09 | 2.9 | 11.5 | 8.6 | 16.6 | 3.4 | 8.6 | |
| CP-CNN2019.06 | 2.9 | 14.7 | 10.5 | 10.4 | 5.8 | 8.8 | |
| CSR-Net2019.06 | 2.9 | 11.5 | 8.6 | 16.6 | 3.4 | 8.6 | |
| LSC-CNN2019.06 | 2.9 | 11.3 | 9.4 | 12.3 | 4.3 | 8 | |
| CSRNet2020.03 | 2.9 | 11.5 | 8.6 | 16.6 | 3.4 | 8.6 | |
| CAN2020.03 | 2.9 | 12 | 10 | 7.9 | 4.3 | 7.4 | |
| Reddy et al.2026.02 | 3.2 | 11.2 | 8.1 | 9.4 | 3.8 | 7.1 | |
| You et al.2026.02 | 3.2 | 11 | 8.3 | 9.1 | 3.6 | 7 | |
| MCNN2017.08 | 3.4 | 20.6 | 12.9 | 13 | 8.1 | 11.6 | |
| MCNN2018.07 | 3.4 | 20.6 | 12.9 | 13 | 8.1 | 11.6 | |
| M-CNN2017.12 | 3.4 | 20.6 | 12.9 | 13 | 8.1 | 11.6 | |
| MCNN2018.02 | 3.4 | 20.6 | 12.9 | 13 | 8.1 | 11.6 | |
| MCNN2018.11 | 3.4 | 20.6 | 12.9 | 13 | 8.1 | 11.6 | |
| MCNN2018.11 | 3.4 | 20.6 | 12.9 | 13 | 8.1 | 11.6 | |
| MCNN2019.09 | 3.4 | 20.6 | 12.9 | 13 | 8.1 | 11.6 | |
| MCNN+SPANetBackbone=MCNN, Module=SPANet2019.09 | 3.4 | 14.9 | 15.1 | 12.8 | 4.5 | 10.1 | |
| MCNN2019.06 | 3.4 | 20.6 | 12.9 | 13 | 8.1 | 11.6 | |
| MCNN2020.03 | 3.4 | 20.6 | 12.9 | 13 | 8.1 | 11.6 | |
| Huang et al.2019.09 | 4.1 | 21.7 | 11.9 | 11 | 3.5 | 10.5 | |
| Switching CNNPerspective maps=with perspective2018.07 | 4.2 | 14.9 | 14.2 | 18.7 | 4.3 | 11.2 | |
| Switching-CNN2017.08 | 4.4 | 15.7 | 10 | 11 | 5.9 | 9.4 | |
| Switching CNNPerspective maps=sans perspective2018.07 | 4.4 | 15.7 | 10 | 11 | 5.9 | 9.4 | |
| Switching-CNN2017.12 | 4.4 | 15.7 | 10 | 11 | 5.9 | 9.4 | |
| Switching-CNN2018.02 | 4.4 | 15.7 | 10 | 11 | 5.9 | 9.4 | |
| Switch-CNN2018.11 | 4.4 | 15.7 | 10 | 11 | 5.9 | 9.4 | |
| Switching-CNN2018.11 | 4.4 | 15.7 | 10 | 11 | 5.9 | 9.4 | |
| Switch-CNN2019.09 | 4.4 | 15.7 | 10 | 11 | 5.9 | 9.4 | |
| SCNN2019.06 | 4.4 | 15.7 | 10 | 11 | 5.9 | 9.4 | |
| Ranjan et al.2026.02 | 4.5 | 13.4 | 10 | 10.8 | 4.9 | 8.7 | |
| Shang et al.2017.08 | 7.8 | 15.4 | 14.9 | 11.8 | 5.8 | 11.7 | |
| Local&Global2017.12 | 7.8 | 15.4 | 15.3 | 25.6 | 4.1 | 11.7 | |
| Shang et al.2018.02 | 7.8 | 15.4 | 14.9 | 11.8 | 5.8 | 11.7 | |
| Zhang et al.2017.08 | 9.8 | 14.1 | 14.3 | 22.2 | 3.7 | 12.9 | |
| Crowd CNN2018.07 | 9.8 | 14.1 | 14.3 | 22.2 | 3.7 | 12.9 | |
| Zhang et al.2018.02 | 9.8 | 14.1 | 14.3 | 22.2 | 3.7 | 12.9 | |
| Zhang et al.2018.11 | 9.8 | 14.1 | 14.3 | 22.2 | 3.7 | 12.9 | |
| Zhang et al.2019.09 | 9.8 | 14.1 | 14.3 | 22.2 | 3.7 | 12.9 | |
| Zhang et al.2019.06 | 9.8 | 14.1 | 14.3 | 22.2 | 3.7 | 12.9 | |
| ic-CNNapproach=two branch approach2018.07 | 17 | 12.3 | 9.2 | 8.1 | 4.7 | 10.3 | |
| ic-CNN2018.11 | 17 | 12.3 | 9.2 | 8.1 | 4.7 | 10.3 | |
| IC-CNN2019.06 | 17 | 12.3 | 9.2 | 8.1 | 4.7 | 10.3 |