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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
  1. Numbers with underline are the best results among all models