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Creators/Authors contains: "Aditya, Somak"

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  1. ; ; (, Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence)
    Deep learning based data-driven approaches have been successfully applied in various image understandingapplications ranging from object recognition, semantic segmentation to visual question answering.However, the lack of knowledge integration as well as higher-level reasoning capabilities with the methods still pose a hindrance. In this work, we present a brief survey of a few representativereasoning mechanisms, knowledge integration methods and their corresponding image understanding applications developed by various groups of researchers, approaching the problem from a variety of angles. Furthermore, we discuss upon key efforts on integrating external knowledge with neural networks. Taking cues from these efforts, we conclude by discussing potential pathways to improve reasoning capabilities. 
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  2. ; ; ; (, 2019 IEEE Winter Conference on Applications of Computer Vision (WACV))
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