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A self-evident application of the VQA task is to design systems that aid blind people with sight reliant queries. The VizWiz VQA dataset originates from images and questions compiled by members of the visually impaired community and as such, highlights some of the challenges presented by this particular use case.
A Light weight deep learning model with with a web application to answer image-based questions with a non-generative approach for the VizWiz grand challenge 2023 by carefully curating the answer vocabulary and adding linear layer on top of Open AI's CLIP model as image and text encoder