Table 5 Results of the 3D-SSM model with different sequence lengths in LSTMs
From: Classifying the tracing difficulty of 3D neuron image blocks based on deep learning
Dataset | Length = 2 | Length = 3 | Length = 4 | Length = 5 | ||||
|---|---|---|---|---|---|---|---|---|
Accuracy | F1 | Accuracy | F1 | Accuracy | F1 | Accuracy | F1 | |
Training | 87.02±0.16 | 88.46±0.13 | \(\underline{87.04\pm 0.05}\) | \(\underline{88.50\pm 0.04}\) | 86.99±0.14 | 88.24±0.14 | 86.96±0.16 | 88.22±0.15 |
Test | 83.87±0.09 | 85.43±0.10 | \(\underline{84.07\pm 0.17}\) | \(\underline{85.47\pm 0.28}\) | 83.63±0.13 | 85.42±0.15 | 83.60±0.15 | 85.40±0.18 |