CityPersons
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Pedestrian Detection | CityPersons (val) | AP (Reasonable)17.9 | 85 | |
| Pedestrian Detection | CityPersons 1.0 (val) | Miss Rate (Reasonable)9.4 | 21 | |
| Pedestrian Detection | CityPersons highly occluded (HO) | Miss Rate36.9 | 16 | |
| Pedestrian Detection | CityPersons original image size (1024x2048 pixels) (test) | AP (Reasonable)21 | 11 | |
| Pedestrian Detection | CityPersons (val) | MR-2 (Reasonable)10.2 | 10 | |
| Pedestrian Detection | CityPersons Reasonable | Miss Rate10.08 | 9 | |
| Pedestrian Detection | CityPersons reasonable (R) | Miss Rate12.7 | 9 | |
| Pedestrian Detection | CityPersons Reasonable (test) | MR-211.32 | 8 | |
| Pedestrian Detection | CityPersons | MR-27.8 | 7 | |
| Energy Consumption Analysis | CityPersons 150 Agents, 24-Hour Deployment | Average Power (kW)3.1 | 4 | |
| Instance Segmentation | CityPersons (val) | AP (Person)42.7 | 4 | |
| Edge Computing Orchestration | CityPersons 20 agents (real-world testbed) | End-to-end Latency (ms)156 | 3 | |
| Pedestrian Detection | CityPersons Reasonable-Small (test) | MR-214.19 | 3 | |
| Multi-agent edge orchestration | CityPersons | Latency (ms)268 | 2 | |
| Pedestrian Detection | CityPersons (test) | Log Average Miss Rate (MR)11 | 2 |
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