Object Classification on CIFAR10-DVS (Accuracy and MFLOPs)
82.36AccuracyA2SG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| A2SGArchitectures=VGGSNN, Time Steps=42026.05 | 82.36 | — | |
| TMCArchitectures=VGGSNN, Time Steps=42026.05 | 81.76 | — | |
| STBP-tdBNArchitectures=VGGSNN, Time Steps=42026.05 | 81.3 | — | |
| HSDArchitectures=VGGSNN, Time Steps=52026.05 | 81.1 | — | |
| EvS-SRepresentation=Graph, Asynchronous=✓, Parameters=0.36 - 1.16 M2024.06 | 68 | 33.2 | |
| AsyNetRepresentation=Voxel-Grid, Asynchronous=✓, Parameters=3.69 M2024.06 | 66.3 | 103 | |
| EFGCN-LRepresentation=Graph, Asynchronous=✓, Parameters=20.2 - 220.9 k2024.06 | 61.3 | 0.04 | |
| NvS-SRepresentation=Graph, Asynchronous=✓, Parameters=0.36 - 1.16 M2024.06 | 60.2 | 22.8 | |
| EFGCN-BRepresentation=Graph, Asynchronous=✓, Parameters=10.6 - 111.0 k2024.06 | 58.8 | 0.022 | |
| EFGCN-SRepresentation=Graph, Asynchronous=✓, Parameters=5.2 - 55.5 k2024.06 | 57.1 | 0.011 | |
| RG-CNNsRepresentation=Graph, Asynchronous=✗, Parameters=5.10 M2024.06 | 54 | — | |
| HATSRepresentation=Time-Surface, Asynchronous=✓, Parameters=-2024.06 | 52.4 | 0.18 | |
| G-CNNsRepresentation=Graph, Asynchronous=✗, Parameters=4.93 M2024.06 | 51.5 | — |