J
Jerry Zitao Liu
Publications - 3
Citations - 183
Jerry Zitao Liu is an academic researcher. The author has contributed to research in topics: Deep learning & Domain (software engineering). The author has an hindex of 2, co-authored 3 publications receiving 28 citations.
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Zero-Shot Image Dehazing
TL;DR: A novel method based on the idea of layer disentanglement by viewing a hazy image as the entanglement of several “simpler” layers, i.e., a haazi-free image layer, transmission map layer, and atmospheric light layer is proposed.
Journal ArticleDOI
You Only Look Yourself: Unsupervised and Untrained Single Image Dehazing Neural Network
TL;DR: Zhang et al. as discussed by the authors proposed a self-supervised image dehazing method called You Only Look Yourself (YOLY), which employs three joint subnetworks to separate the observed hazy image into several latent layers, i.e., scene radiance layer, transmission map layer, and atmospheric light layer.
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You Only Look Yourself: Unsupervised and Untrained Single Image Dehazing Neural Network
TL;DR: A novel method, called you only look yourself (\textbf{YOLY}) which could be one of the first unsupervised and untrained neural networks for image dehazing, which bypasses the conventional training paradigm of deep models on hazy-clean pairs or a large scale dataset, thus avoids the labor-intensive data collection and the domain shift issue.