1 code implementation • 25 Nov 2022 • Qiran Zou, Yu Yang, Wing Yin Cheung, Chang Liu, Xiangyang Ji
Unsupervised foreground-background segmentation aims at extracting salient objects from cluttered backgrounds, where Generative Adversarial Network (GAN) approaches, especially layered GANs, show great promise.
no code implementations • 5 Nov 2022 • Yu Yang, Wing Yin Cheung, Chang Liu, Xiangyang Ji
Multiview self-supervised representation learning roots in exploring semantic consistency across data of complex intra-class variation.
no code implementations • 1 Apr 2021 • Yu Yang, Hakan Bilen, Qiran Zou, Wing Yin Cheung, Xiangyang Ji
Deep learning approaches heavily rely on high-quality human supervision which is nonetheless expensive, time-consuming, and error-prone, especially for image segmentation task.