MUMBAI, India, Nov. 21 -- Intellectual Property India has published a patent application (202421039029 A) filed by Tata Consultancy Services Limited, Maharashtra, on May 17, 2024, for 'prototype-based task independent interpretable model.'
Inventor(s) include Bangalore Sampathkumar, Vivek; Gubbi Lakshminarasimha, Jayavardhana Rama; Singh, Mohana; and Pal, Arpan.
The application for the patent was published on Nov. 21, under issue no. 47/2025.
According to the abstract released by the Intellectual Property India: "Interpretation of images has a variety of applications. For instance, medical image diagnostics such as glaucoma remains one of the leading causes of irreversible blindness, its timely detection being imperative to avoiding permanent visual impairment. Conventionally, the sole focus on increasing the accuracy of predictions has resulted in a lack of trust due to the black box nature of such models. 10 Present disclosure provides systems and methods that implement a conditional generative model along with a classifier that enable learning of class-specific prototypes, which capture the general characteristics or concepts of the pathology, and then use the actual visualized prototypes in the decision-making process by computing the similarity between them and the query image, as a result revealing 15 the underlying model's reasoning process."
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