MUMBAI, India, Jan. 2 -- Intellectual Property India has published a patent application (202541123801 A) filed by Anitha; Malarvizhi. S; Divya. M; and S. A Engineering College, Chennai, Tamil Nadu, on Dec. 9, 2025, for 'adaptive multimodal ai system for healthcare diagnostics with dynamic confidence-based fusion.'
Inventor(s) include Anitha; Malarvizhi. S; and Divya. M.
The application for the patent was published on Jan. 2, under issue no. 01/2026.
According to the abstract released by the Intellectual Property India: "The invention discloses an intelligent healthcare diagnostic system that integrates multiple medical data modalities-such as imaging, biosignals, laboratory reports, and patient history-through a dynamic confidence-based fusion mechanism. The proposed Adaptive Multimodal AI System (AMAIS) continuously evaluates the reliability of each input modality using confidence estimators and dynamically adjusts the decision weights of each model in real time. The system employs deep learning models for feature extraction and an adaptive fusion controller based on Bayesian optimization or reinforcement learning for final diagnostic inference. The system enhances diagnostic accuracy, robustness to missing or noisy data, and transparency through explainable AI outputs. It is applicable to various diagnostic domains, including oncology, cardiology, and neurology."
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