Object Detection on Gen1 (Tracking AP50 and Runtime)
50.4mAPEGO-12
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| EGO-12Architecture=ANN2025.10 | 50.4 | — | — | |
| GETMemory enhancement=true, Params (M)=21.9, Includes conversion time=true2023.10 | 47.9 | — | 16.8 | |
| RVT-BMemory enhancement=true, Params (M)=18.52023.10 | 47.2 | — | 10.2 | |
| ASTMNetMemory enhancement=true, Params (M)=39.62023.10 | 46.7 | — | 35.6 | |
| Nested-TMemory enhancement=true, Params (M)=22.2, Includes conversion time=true2023.10 | 46.3 | — | 25.9 | |
| Swin-T v2Memory enhancement=true, Params (M)=21.1, Includes conversion time=true2023.10 | 45.5 | — | 26.6 | |
| REDMemory enhancement=true, Params (M)=24.12023.10 | 40 | — | 16.7 | |
| GETMemory enhancement=false, Params (M)=18.4, Includes conversion time=true2023.10 | 38.7 | — | 15.9 | |
| OursArchitecture=SNN + ANN2025.10 | 38.3 | 65.7 | — | |
| ASTMNetMemory enhancement=false, Params (M)=39.62023.10 | 38.2 | — | 28.6 | |
| CRESTArchitecture=SNN2025.10 | 36 | 63.2 | — | |
| SAMMemory enhancement=false2023.10 | 35.5 | — | — | |
| Nested-TMemory enhancement=false, Params (M)=18.7, Includes conversion time=true2023.10 | 35.1 | — | 24.8 | |
| Swin-T v2Memory enhancement=false, Params (M)=17.6, Includes conversion time=true2023.10 | 34.3 | — | 25.2 | |
| SFODArchitecture=SNN2025.10 | 32.1 | 50.93 | — | |
| RVT-BMemory enhancement=false, Params (M)=18.52023.10 | 32 | — | — | |
| EMS-YOLOArchitecture=SNN2025.10 | 30.1 | 50.1 | — | |
| S-CenterArchitecture=ANN2025.10 | 27.8 | — | — | |
| Spiking-YoloArchitecture=ANN2SNN2025.10 | 25.7 | — | — | |
| S-CenterArchitecture=SNN2025.10 | 22.9 | — | — | |
| SNN-SSDMemory enhancement=false, Params (M)=8.22023.10 | 18.9 | — | — | |
| VC-DenseArchitecture=SNN2025.10 | 18.9 | — | — | |
| AEGNNMemory enhancement=false2023.10 | 16.3 | — | — | |
| FSMemory enhancement=false2023.10 | — | 39.6 | 41.2 | |
| Spike CalibArchitecture=ANN2SNN2025.10 | — | 45.4 | — | |
| Spike Transformer v2Architecture=ANN2SNN2025.10 | — | 51.2 | — | |
| TR-YOLOArchitecture=SNN2025.10 | — | 45.1 | — |