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    Using Deep Transfer Learning for Unsupervised Image Segmentation in Remote Sensing 

    Mohan, Pavithra Devy; DeWitte, Matthew (2022-04)
    As multispectral image resolution has increased, generating accurate segmentation of these images can pose a significant challenge. Furthermore, creating accurate labeled data requires hours of manual segmentation. One ...
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    Optimizing Deep Learning Architecture for Remote Sensing Image Analysis 

    Mohan, Pavithra Devy; DeWitte, Matthew; Rozario, Papia F.; Gomes, Rahul (2021-04)
    Deep Learning tools have become very efficient in high-resolution image analysis compared to traditional classification models. One such example is the implementation of semantic segmentation using a Convolutional Neural ...
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    Analyzing the Impact of Geospatial Derivatives on Domain Adaptation with CycleGAN 

    Lee, Junsu; Chen, Yangguang; Mohan, Pavithra Devy; DeWitte, Matthew (2024-04)
    In scenarios when you have two sets of satellite images from distinct domains, CycleGAN provides image-to-image translation for automatic land-cover mapping. Style transfer and domain adaptation are two areas that heavily ...

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    Author
    DeWitte, Matthew (3)
    Mohan, Pavithra Devy (3)Chen, Yangguang (1)Gomes, Rahul (1)Lee, Junsu (1)Rozario, Papia F. (1)Subject
    Department of Computer Science (3)
    Department of Geography and Anthropology (3)Posters (3)Machine learning (2)Remote sensing (2)Cycle-consistent generative adversarial networks (1)Geographic information systems (GIS) (1)Image processing (1)Image-to-image translation (1)Lower Chippewa River Watershed (Wis.) (1)... View MoreDate Issued2021 (1)2022 (1)2024 (1)Has File(s)
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