Table 2
Central results of the simulation study: For each network we depict the lowest compression ratio (cr) for which the metric is higher than 95%. For the reconstruction the metric is SSIM, for classification it is accuracy (Acc). In the case of the longer gating interval, we calculated a weighted accuracy Aw by dividing the accuray of the compressed signal by the accuracy of the signal with no compression
. For all networks, the feasible compression ratio is around 1%.
| Task | Gate (m) | cr (%) | Metric: value (%) |
|---|---|---|---|
| Reconstruction | 20 | 1.56 | SSIM: 97 |
| Classification | 1 | 0.5 | Acc: 96 |
| Classification | 15 | 1.56 | Acc: 98 |
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