most citedLight Field Spatial Super-resolution via Deep Combinatorial Geometry Embedding and Structural Consistency Regularization

7 citations · 21 across the 10 of their papers we have counts for

collaborators

20 papers

eess.IV2020

Deep Spatial-angular Regularization for Compressive Light Field Reconstruction over Coded Apertures

Mantang Guo, Junhui Hou, Jing Jin +2

Coded aperture is a promising approach for capturing the 4-D light field (LF), in which the 4-D data are compressively modulated into 2-D coded measurements that are further decode…

eess.IV20201 cited

NTIRE 2020 Challenge on Spectral Reconstruction from an RGB Image

Boaz Arad, Radu Timofte, Ohad Ben-Shahar +4

This paper reviews the second challenge on spectral reconstruction from RGB images, i.e., the recovery of whole-scene hyperspectral (HS) information from a 3-channel RGB image. As…

cs.CV20204 cited

When Residual Learning Meets Dense Aggregation: Rethinking the Aggregation of Deep Neural Networks

Zhiyu Zhu, Zhen-Peng Bian, Junhui Hou +2

Various architectures (such as GoogLeNets, ResNets, and DenseNets) have been proposed. However, the existing networks usually suffer from either redundancy of convolutional layers…

cs.CV20207 cited

Light Field Spatial Super-resolution via Deep Combinatorial Geometry Embedding and Structural Consistency Regularization

Jing Jin, Junhui Hou, Jie Chen +1

Light field (LF) images acquired by hand-held devices usually suffer from low spatial resolution as the limited sampling resources have to be shared with the angular dimension. LF…

cs.LG2020

Multi-View Spectral Clustering Tailored Tensor Low-Rank Representation

Yuheng Jia, Hui Liu, Junhui Hou +2

This paper explores the problem of multi-view spectral clustering (MVSC) based on tensor low-rank modeling. Unlike the existing methods that all adopt an off-the-shelf tensor low-r…

eess.IV2020

Model-based Joint Bit Allocation between Geometry and Color for Video-based 3D Point Cloud Compression

Qi Liu, Hui Yuan, Junhui Hou +2

Rate distortion optimization plays a very important role in image/video coding. But for 3D point cloud, this problem has not been investigated. In this paper, the rate and distorti…