Event-based camera denoising on N-Caltech101 BA noise 8%, Hot pixel noise 4%
96.3TPRGNN-Transformer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GNN-TransformerCT [sec]=0.392026.05 | 96.3 | 39.5 | 90.1 | |
| GNN-TransformerCT [sec]=0.642026.05 | 95.5 | 48.7 | 90.5 | |
| Proposed w/ EVDCT [sec]=44.382026.05 | 94.6 | 97.6 | 94.7 | |
| Proposed w/ Power MethodCT [sec]=7.522026.05 | 94.3 | 84.8 | 93.2 | |
| Proposed w/ EVDCT [sec]=42.812026.05 | 93.6 | 94.3 | 93.7 | |
| Proposed w/ Power MethodCT [sec]=2.512026.05 | 93.6 | 86.9 | 92.8 | |
| Proposed w/ LOBPCGCT [sec]=5.12026.05 | 93.5 | 87.6 | 92.8 | |
| Density FilterCT [sec]=0.852026.05 | 92 | 70.1 | 89.6 | |
| Density FilterCT [sec]=0.842026.05 | 91.2 | 75.4 | 89.4 | |
| Proposed w/ LOBPCGCT [sec]=0.822026.05 | 90.8 | 88 | 90.5 | |
| Centroid FilterCT [sec]=1022026.05 | 80.6 | 100 | 82.8 | |
| Centroid FilterCT [sec]=1072026.05 | 70.6 | 99.9 | 73.8 |