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Sumit Dhawan - IEEE Xplore Author Profile

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Even with all the achievements in precision and speed of various image super-resolution models, such as better and more accurate Convolutional Neural Networks (CNN), the results have not been satisfactory. The high-resolution images produced are generally missing the finer and frequent texture details. The majority of the models in this area focus on such objective functions which minimize the Mea...Show More
From past decades, along with increase in computing power, different generative models have also been developed in the area of machine learning. Among all such generative models, one very popular generative model, called as Generative Adversarial Networks, has been introduced and researched upon, in past few years only. It is based on the concept of two adversaries constantly trying to outperform ...Show More