Density Map Estimation on DroneCrowd 1.0 (test)
15.8MAE (Overall)STNNet
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| STNNetFPS=3.412021.05 | 15.8 | 18.7 | 16 | 18.4 | 15.6 | 19.2 | 14.1 | 17.2 | 19.9 | 22.5 | 12.9 | 14.4 | 18.5 | 21.6 | 14.3 | 16.9 | |
| DM-CountFPS=10.042021.05 | 18.4 | 27 | 19.2 | 29.6 | 17.2 | 22.4 | 11.4 | 16.3 | 12.6 | 15.2 | 51.1 | 55.7 | 17.6 | 21.8 | 18.9 | 29.6 | |
| STNNetlocalization=false, FPS=3.652021.05 | 18.6 | 22.2 | 17.1 | 20.5 | 21 | 24.6 | 14.7 | 19.9 | 21.4 | 23.3 | 24.7 | 26.3 | 24.2 | 27.3 | 15.4 | 18.7 | |
| CSRNetFPS=3.922021.05 | 19.8 | 25.6 | 17.8 | 25.4 | 22.9 | 25.8 | 12.8 | 16.6 | 19.1 | 22.5 | 42.3 | 45.8 | 20.2 | 24 | 19.6 | 26.5 | |
| CANFPS=7.122021.05 | 22.1 | 33.4 | 18.9 | 26.7 | 26.9 | 41.5 | 11.2 | 14.9 | 14.8 | 17.5 | 69.4 | 73.6 | 14.4 | 17.9 | 26.6 | 39.7 | |
| MCNNFPS=28.982021.05 | 34.7 | 42.5 | 36.8 | 44.1 | 31.7 | 40.1 | 21 | 27.5 | 39 | 43.9 | 67.2 | 68.7 | 29.5 | 35.3 | 37.7 | 46.2 | |
| DA-NetFPS=2.522021.05 | 36.5 | 47.3 | 41.5 | 54.7 | 28.9 | 33.1 | 45.4 | 58.6 | 26.5 | 31.3 | 29.5 | 34 | 56.5 | 68.3 | 24.9 | 28.7 | |
| ACSCPFPS=1.582021.05 | 48.1 | 60.2 | 57 | 70.6 | 34.8 | 39.7 | 42.5 | 46.4 | 37.3 | 44.3 | 86.6 | 106.6 | 36 | 41.9 | 55.1 | 68.5 | |
| C-MTLFPS=2.312021.05 | 56.7 | 65.9 | 53.5 | 63.2 | 61.5 | 69.7 | 59.5 | 66.9 | 56.6 | 67.8 | 48.2 | 58.3 | 81.6 | 88.7 | 42.2 | 47.9 | |
| MSCNNFPS=1.762021.05 | 58 | 75.2 | 58.4 | 77.9 | 57.5 | 71.1 | 64.5 | 85.8 | 53.8 | 65.5 | 46.8 | 57.3 | 91.4 | 106.4 | 38.7 | 48.8 | |
| SwitchCNNFPS=0.012021.05 | 66.5 | 77.8 | 61.5 | 74.2 | 74 | 83 | 56 | 63.4 | 69 | 80.9 | 92.8 | 105.8 | 67.7 | 79.8 | 65.7 | 76.7 | |
| StackPoolingFPS=0.732021.05 | 68.8 | 77.2 | 68.7 | 77.1 | 68.8 | 77.3 | 66.5 | 75.9 | 74 | 83.4 | 65.2 | 67.4 | 95.7 | 101.1 | 53.1 | 59.1 | |
| LCFCNFPS=3.082021.05 | 136.9 | 150.6 | 126.3 | 140.3 | 152.8 | 164.8 | 147.1 | 160.3 | 137.1 | 151.7 | 105.6 | 113.8 | 208.5 | 211.1 | 95.4 | 110 | |
| AMDCNFPS=0.162021.05 | 165.6 | 167.7 | 166.7 | 168.9 | 163.8 | 165.9 | 160.5 | 162.3 | 174.8 | 177.1 | 162.3 | 164.3 | 165.5 | 167.7 | 165.6 | 167.8 |