Even while the IoHT provides many benefits to the medical industry, there are cybersecurity threats that could jeopardize patient data and health. Hackers' ability to change biometric data from biosensors or disrupt the IoHT system is one of the primary worries. To address this problem, Intrusion Detection Systems (IDS) have been developed to protect IoHT. However, the high dimensionality of the data makes it challenging to design IDS for IoHT, which results in model overfitting and decreased detection accuracy.