101 citations · 116 across the 3 of their papers we have counts for
3 papers
cs.LG2020
Growing Deep Forests Efficiently with Soft Routing and Learned Connectivity
Jianghao Shen, Sicheng Wang, Zhangyang Wang
Despite the latest prevailing success of deep neural networks (DNNs), several concerns have been raised against their usage, including the lack of intepretability the gap between D…
cs.CV2019★ 15 cited
Segmentation-Aware Image Denoising without Knowing True Segmentation
Sicheng Wang, Bihan Wen, Junru Wu +2
Several recent works discussed application-driven image restoration neural networks, which are capable of not only removing noise in images but also preserving their semantic-aware…
cs.CV2019★ 101 cited
Plug-and-Play Methods Provably Converge with Properly Trained Denoisers
Ernest K. Ryu, Jialin Liu, Sicheng Wang +3
Plug-and-play (PnP) is a non-convex framework that integrates modern denoising priors, such as BM3D or deep learning-based denoisers, into ADMM or other proximal algorithms. An adv…