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    Data-efficient Deep Learning Algorithms for Computer Vision Applications 

    Nayak, Gaurav Kumar
    The performance of any deep learning model depends heavily on the quantity and quality of the available training data. The generalization of the trained deep models improves with the availability of a large number of ...

    On the Optimality of Generative Adversarial Networks — A Variational Perspective 

    Asokan, Siddarth
    Generative adversarial networks (GANs) are a popular learning framework to model the underlying distribution of images. GANs comprise a min-max game between the generator and the discriminator. While the generator transforms ...

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    AuthorAsokan, Siddarth (1)Nayak, Gaurav Kumar (1)Subject
    Deep Learning (2)
    Machine Learning (2)
    TECHNOLOGY (2)Absence of training data (1)Adversarial Robustness (1)Computer Vision (1)Contrastive learning (1)Data-efficient Deep Learning (1)Fourier analysis (1)Generative adversarial networks (1)... View MoreHas File(s)Yes (2)

    etd@IISc is a joint service of SERC & J R D Tata Memorial (JRDTML) Library || Powered by DSpace software || DuraSpace
    Contact Us | Send Feedback | Thesis Templates
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