Multi-view Crowd Counting on CityStreet
4.72MAECountFormer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CountFormerTraining=Single-scene2026.03 | 4.72 | 0.058 | — | |
| MVURAnnotation Rate=100%2025.12 | 5.57 | 0.069 | — | |
| MVURAnnotation Rate=20%2025.12 | 5.82 | 0.071 | — | |
| CoCo-GCNAnnotation Rate=100%2025.12 | 6.19 | 0.084 | — | |
| MVURAnnotation Rate=10%2025.12 | 6.51 | 0.078 | — | |
| Baseline (100%+DA)Training=Cross-scene, Annotation percentage=100%, Domain Adaptation=true2026.03 | 6.85 | 0.083 | 8.46 | |
| MVMSRAnnotation Rate=100%2025.12 | 6.98 | 0.086 | — | |
| MVMSR (CSRNet)Training=Single-scene2026.03 | 6.98 | 0.086 | 8.49 | |
| MVPRAnnotation Rate=100%2025.12 | 6.99 | 0.081 | — | |
| CVFAnnotation Rate=100%2025.12 | 7.08 | — | — | |
| 3DAttentionAnnotation Rate=100%2025.12 | 7.12 | — | — | |
| Baseline (100%)Training=Cross-scene, Annotation percentage=100%, Domain Adaptation=false2026.03 | 7.24 | 0.085 | 8.96 | |
| MVPRAnnotation Rate=20%2025.12 | 7.28 | 0.092 | — | |
| MVMSAnnotation Rate=100%2025.12 | 7.36 | 0.096 | — | |
| MVMS (CSRNet)Training=Single-scene2026.03 | 7.36 | 0.096 | 9.02 | |
| MVPRAnnotation Rate=10%2025.12 | 7.47 | 0.09 | — | |
| 3DCountingAnnotation Rate=100%2025.12 | 7.54 | 0.091 | — | |
| MVURAnnotation Rate=5%2025.12 | 7.79 | 0.101 | — | |
| MVPRAnnotation Rate=5%2025.12 | 7.99 | 0.097 | — | |
| MVMS (FCN-7)Training=Single-scene2026.03 | 8.01 | 0.096 | 10.05 | |
| 3DCountingTraining=Single-scene2026.03 | 8.01 | 0.096 | — | |
| CF-MVCC-CAnnotation Rate=100%2025.12 | 8.06 | 0.102 | — | |
| EarlyFusionTraining=Single-scene2026.03 | 8.1 | 0.096 | — | |
| LateFusionTraining=Single-scene2026.03 | 8.12 | 0.097 | — | |
| Baseline (30%+DA)Training=Cross-scene, Annotation percentage=30%, Domain Adaptation=true2026.03 | 10.02 | 0.13 | 12.16 | |
| Baseline (30%)Training=Cross-scene, Annotation percentage=30%, Domain Adaptation=false2026.03 | 10.55 | 0.132 | 13.43 | |
| Dmap wtdTraining=Single-scene2026.03 | 11.1 | 0.121 | — | |
| Baseline (10%+DA)Training=Cross-scene, Annotation percentage=10%, Domain Adaptation=true2026.03 | 12.67 | 0.152 | 16.24 | |
| Baseline (10%)Training=Cross-scene, Annotation percentage=10%, Domain Adaptation=false2026.03 | 13.95 | 0.155 | 17.37 | |
| Dect+ReIDTraining=Single-scene2026.03 | 27.6 | 0.385 | — | |
| Baseline (test)Training=Cross-scene, Domain Adaptation=false2026.03 | 80.92 | 0.944 | 89.43 |