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. 2025 Jul 4;14:651. [Version 1] doi: 10.12688/f1000research.166307.1

Table 5. Summarises our model’s performance relative to recent literature.

Study year Classifier Accuracy (%)
2023 Hybrid RNN-LSTM 94.21
2023 Ensemble Deep-Learning Model 96.54
2024 Squeeze-and-Excitation ResNet 97.35
2025 Residual Attention BiLSTM 97.7
2025 X-TLRABiLSTM (Proposed) 98.2