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Hongcheng Liu

7 papers hereh-index 5126 citations16 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author2
  • middle author4
  • last author1

Across the 7 of 7 papers where every author was matched, so the position is known.

fields
  • cs.CV3
  • math.OC2
  • cs.CC1
  • math.ST1
same name
  • Hongcheng Liu — 18 papers, h 6
  • Hongcheng Liu — 5 papers, h 12
  • Hongcheng Liu — 3 papers, h 1
  • Hongcheng Liu — 1 paper, h 5

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20172022
most citedLearnable Descent Algorithm for Nonsmooth Nonconvex Image Reconstruction

6 citations · 10 across the 7 of their papers we have counts for

collaborators
Showing cs.CVShow all

3 papers · 1 filter

cs.CV2022

MultiEarth 2022 -- The Champion Solution for the Matrix Completion Challenge via Multimodal Regression and Generation

Bo Peng, Hongchen Liu, Hang Zhou +2

Earth observation satellites have been continuously monitoring the earth environment for years at different locations and spectral bands with different modalities. Due to complex s…

cs.CV2020★ 6 cited

Learnable Descent Algorithm for Nonsmooth Nonconvex Image Reconstruction

Yunmei Chen, Hongcheng Liu, Xiaojing Ye +1

We propose a general learning based framework for solving nonsmooth and nonconvex image reconstruction problems. We model the regularization function as the composition of the $l_{…

cs.CV2020★ 2 cited

A Novel Learnable Gradient Descent Type Algorithm for Non-convex Non-smooth Inverse Problems

Qingchao Zhang, Xiaojing Ye, Hongcheng Liu +1

Optimization algorithms for solving nonconvex inverse problem have attracted significant interests recently. However, existing methods require the nonconvex regularization to be sm…

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