Deep Convolutional Compressed Sensing for LiDAR Depth Completion

On estimating regression

E. Nadaraya · 1964

Earlier work this paper cites.

Smooth regression analysis

G. Watson · 1964

Earlier work this paper cites.

M. Elad. Sparse and Redundant Representations . New York, NY: Springer, 2010

2010

Earlier work this paper cites.

S. Hawe, M. Kleinsteuber, and K. Diepold, “Dense disparity maps from sparse disparity measurements,” in Computer Vision (ICCV), 2011 IEEE International Conference on . IEEE, 2011, pp. 2126–2133

2011

Earlier work this paper cites.

A. Geiger, P. Lenz, and R. Urtasun, “Are we ready for autonomous driving? the kitti vision benchmark suite,” in Conference on Computer Vision and Pattern Recognition (CVPR) , 2012

2012

Earlier work this paper cites.

Image Guided Depth Upsampling Using Anisotropic Total Generalized Variation

D. Ferstl, C. Reinbacher, R. Ranftl, M. Ruether, and H. Bischof · 2013

Earlier work this paper cites.

D. Eigen, C. Puhrsch, and R. Fergus, “Depth map prediction from a single image using a multi-scale deep network,” in Advances in neural information processing systems , 2014, pp. 2366–2374

2014

Earlier work this paper cites.

F. Liu, C. Shen, and G. Lin, “Deep convolutional neural fields for depth estimation from a single image,” in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition , 2015, pp. 5162–5170

2015

Cited alongside, same era.

L.-K. Liu, S. H. Chan, and T. Q. Nguyen, “Depth reconstruction from sparse samples: Representation, algorithm, and sampling,” IEEE Transactions on Image Processing , vol. 24, no. 6, pp. 1983–1996, 2015

2015

Cited alongside, same era.

I. Laina, C. Rupprecht et al. , “Deeper depth prediction with fully convolutional residual networks,” in 3D Vision (3DV), 2016 Fourth International Conference on . IEEE, 2016, pp. 239–248

2016

Cited alongside, same era.

C. Godard, O. Mac Aodha, and G. J. Brostow, “Unsupervised monocular depth estimation with left-right consistency,” arXiv preprint arXiv:1609.03677 , 2016

Original

2016

Cited alongside, same era.

Learning sparse high dimensional filters: Image filtering, dense crfs and bilateral neural networks

V. Jampani, M. Kiefel, and P. V. Gehler · 2016

Later among the works it cites.

Semantically guided depth upsampling

N. Schneider, L. Schneider, P. Pinggera, U. Franke, M. Pollefeys, and C. Stiller · 2016

Later among the works it cites.

The fast bilateral solver

J. T. Barron and B. Poole · 2016

Later among the works it cites.

Y. Kuznietsov, J. Stückler, and B. Leibe, “Semi-supervised deep learning for monocular depth map prediction,” arXiv preprint arXiv:1702.02706 , 2017

Original

2017

Later among the works it cites.

F.Ma, S. Karaman, “Sparse-to-Dense: Depth Prediction from Sparse Depth Samples and a Single Image”, arXiv preprint arXiv:1709.07492 , 2017

Original

2017

Later among the works it cites.