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eess.IV2022
Joint Modeling of Image and Label Statistics for Enhancing Model Generalizability of Medical Image Segmentation
Shangqi Gao, Hangqi Zhou, Yibo Gao +1
Although supervised deep-learning has achieved promising performance in medical image segmentation, many methods cannot generalize well on unseen data, limiting their real-world ap…
eess.IV2022★ 35 cited
Bayesian Image Super-Resolution with Deep Modeling of Image Statistics
Shangqi Gao, Xiahai Zhuang
Modeling statistics of image priors is useful for image super-resolution, but little attention has been paid from the massive works of deep learning-based methods. In this work, we…
eess.IV2020★ 11 cited
Rank-One Network: An Effective Framework for Image Restoration
Shangqi Gao, Xiahai Zhuang
The principal rank-one (RO) components of an image represent the self-similarity of the image, which is an important property for image restoration. However, the RO components of a…