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- W4378506958 abstract "Learning-based methods for blind single image super resolution (SISR) conduct the restoration by a learned mapping between high-resolution (HR) images and their low-resolution (LR) counterparts degraded with arbitrary blur kernels. However, these methods mostly require an independent step to estimate the blur kernel, leading to error accumulation between steps. We propose an end-to-end learning framework for the blind SISR problem, which enables image restoration within a unified Bayesian framework with either full- or semi-supervision. The proposed method, namely SREMN, integrates learning techniques into the generalized expectation-maximization (GEM) algorithm and infers HR images from the maximum likelihood estimation (MLE). Extensive experiments show the superiority of the proposed method with comparison to existing work and novelty in semi-supervised learning." @default.
- W4378506958 created "2023-05-27" @default.
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- W4378506958 date "2023-05-23" @default.
- W4378506958 modified "2023-09-30" @default.
- W4378506958 title "Generalized Expectation Maximization Framework for Blind Image Super Resolution" @default.
- W4378506958 doi "https://doi.org/10.48550/arxiv.2305.13880" @default.
- W4378506958 hasPublicationYear "2023" @default.
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