Multi-view people detection on MultiviewX
97.3MODAPOV-MVD
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| POV-MVDTraining Mode=Single scene (Direct training)2026.03 | 97.3 | 95 | 99.5 | 97.9 | 98.7 | |
| M-MVOTdistance metric=Mahalanobis, distance threshold=0.5m2024.09 | 96.7 | 86.1 | 98.8 | 97.9 | 98.3 | |
| MVOTTraining Mode=Single scene (Direct training)2026.03 | 96.7 | 86.1 | 98.8 | 97.9 | 98.3 | |
| TrackTacularTraining Mode=Single scene (Direct training)2026.03 | 96.5 | 75 | 99.4 | 97.1 | 98.2 | |
| E-MVOTdistance metric=Euclidean, distance threshold=0.5m2024.09 | 96.3 | 85.2 | 98.1 | 98.1 | 98.1 | |
| 3DROMdistance threshold=0.5m2024.09 | 95 | 84.9 | 99 | 96.1 | 97.5 | |
| 3DROMTraining Mode=Single scene (Direct training)2026.03 | 95 | 84.9 | 99 | 96.1 | 97.5 | |
| EarlyBirdTraining Mode=Single scene (Direct training)2026.03 | 94.2 | 90.1 | 98.6 | 95.7 | 97.1 | |
| MVDeTrdistance threshold=0.5m2024.09 | 93.7 | 91.3 | 99.5 | 94.2 | 97.8 | |
| MVDeTrTraining Mode=Single scene (Direct training)2026.03 | 93.7 | 91.3 | 99.5 | 94.2 | 97.8 | |
| SHOTdistance threshold=0.5m2024.09 | 88.3 | 82 | 96.6 | 91.5 | 94 | |
| SHOTTraining Mode=Single scene (Direct training)2026.03 | 88.3 | 82 | 96.6 | 91.5 | 94 | |
| Baseline (100%+DA)Training data percentage=100%, Domain adaptation (DA)=true, Pre-training=SynMVCrowd2026.03 | 87.6 | 87.9 | 99.4 | 89 | 93.9 | |
| Baseline (100%)Training data percentage=100%, Domain adaptation (DA)=false, Pre-training=SynMVCrowd2026.03 | 84.8 | 84.7 | 99.1 | 85.6 | 91.8 | |
| Volumetricdistance threshold=0.5m2024.09 | 84.2 | 80.3 | 97.5 | 86.4 | 91.6 | |
| VolumetricTraining Mode=Single scene (Direct training)2026.03 | 84.2 | 80.3 | 97.5 | 86.4 | 91.6 | |
| MVDetdistance threshold=0.5m2024.09 | 83.9 | 79.6 | 96.8 | 86.7 | 91.5 | |
| MVDetTraining Mode=Single scene (Direct training)2026.03 | 83.9 | 79.6 | 96.8 | 86.7 | 91.5 | |
| Baseline (30%+DA)Training data percentage=30%, Domain adaptation (DA)=true, Pre-training=SynMVCrowd2026.03 | 79.8 | 81.2 | 95.9 | 86.2 | 90.7 | |
| DeepOcc.distance threshold=0.5m2024.09 | 75.2 | 54.7 | 97.8 | 80.2 | 88.1 | |
| DeepOcc.Training Mode=Single scene (Direct training)2026.03 | 75.2 | 54.7 | 97.8 | 80.2 | 88.1 | |
| Baseline (30%)Training data percentage=30%, Domain adaptation (DA)=false, Pre-training=SynMVCrowd2026.03 | 74 | 75.6 | 92.5 | 80.5 | 86.1 | |
| Baseline (10%+DA)Training data percentage=10%, Domain adaptation (DA)=true, Pre-training=SynMVCrowd2026.03 | 72.9 | 78.2 | 94.1 | 78.5 | 85.7 | |
| DeepMCDdistance threshold=0.5m2024.09 | 70 | 73 | 85.7 | 83.3 | 84.5 | |
| DeepMCDTraining Mode=Single scene (Direct training)2026.03 | 70 | 73 | 85.7 | 83.3 | 84.5 | |
| Baseline (10%)Training data percentage=10%, Domain adaptation (DA)=false, Pre-training=SynMVCrowd2026.03 | 66.4 | 73 | 92.6 | 72.1 | 81.1 | |
| Baseline (test)Training data percentage=0% (Direct Transfer), Domain adaptation (DA)=false, Pre-training=SynMVCrowd2026.03 | 25.4 | 52 | 62.6 | 62 | 62.4 | |
| RCNNdistance threshold=0.5m2024.09 | 18.7 | 46.4 | 63.5 | 43.9 | 51.9 | |
| RCNNTraining Mode=Single scene (Direct training)2026.03 | 18.7 | 46.4 | 63.5 | 43.9 | 51.9 |