Intellectual Property India Publishes Patent Application for 'Discussion Of Recent Deep Learning Models, Along With Their Advantages And Disadvantages' Filed by Koneru Lakshmaiah Education Foundation

MUMBAI, India, Jan. 9 -- Intellectual Property India has published a patent application (202541133940 A) filed by Koneru Lakshmaiah Education Foundation, Hyderabad, Telangana, on Dec. 31, 2025, for 'discussion of recent deep learning models, along with their advantages and disadvantages.'

Inventor(s) include G. V. Ashritha Garge; and Dr. G. Anna Lakshmi.

The application for the patent was published on Jan. 9, under issue no. 02/2026.

According to the abstract released by the Intellectual Property India: "The present invention relates to a system and method for automated evaluation of recent deep learning models. The invention assesses multiple models using standardized performance metrics such as accuracy, computational efficiency, robustness, scalability, and resource utilization. Evaluation results are normalized and processed through a scoring mechanism that considers application-specific requirements. The system identifies advantages and disadvantages of each model and generates ranked recommendations to support informed model selection. Continuous updates allow the inclusion of newly developed models, ensuring relevance over time. The invention reduces complexity in deep learning model evaluation and supports reliable deployment decisions across diverse application domains."

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