Congcong Ruan
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View article: Image translation with dual‐directional generative adversarial networks
Image translation with dual‐directional generative adversarial networks Open
Image‐to‐image translation is a class of vision and graphics problems where the goal is to learn the mapping between input images and output images. However, due to the unstable training and limited training samples, many existing GAN‐base…
View article: Image Inpainting Based on Patch-GANs
Image Inpainting Based on Patch-GANs Open
In this paper, we propose a novel image inpainting framework that takes advantage of holistic and structure information of the broken input image. Different from the existing models that complete the broken pictures using the holistic feat…
View article: Category-Level Adversaries for Semantic Domain Adaptation
Category-Level Adversaries for Semantic Domain Adaptation Open
Recent advances in deep learning, especially deep convolutional neural networks, have led to great performance improvement over semantic segmentation systems. Unfortunately, training deep neural networks (DNNs) requires a humongous amount …