Table 3. Effect of number of filters on validation classification accuracy (%). The mean (standard deviation) of the accuracy for three training runs are reported. (GRU, 2x2 receptive field, 64x32 patch size, single-layer vertical unidirectional RNN, 25% dropout).
Filters | Network parameters | Acc. (%) |
---|---|---|
8 | 37,273 | 95.62 (0.08) |
16 | 74,857 | 96.05 (0.04) |
32 | 151,177 | 96.28 (0.02) |
64 | 308,425 | 96.32 (0.02) |