How do neural networks see depth in single images?

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J. J. Gibson · 1950

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W. Epstein · 1966

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J. E. Cutting and P. M. Vishton · 1995

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T. L. Ooi, B. Wu, and Z. J. He · 2001

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Visualizing higher-layer features of a deep network, 2009

D. Erhan, Y. Bengio, A. Courville, and P. Vincent · 2009

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Vertical position as a cue to pictorial depth: Height in the picture plane versus distance to the horizon

J. S. Gardner, J. L. Austerweil, and S. E. Palmer · 2010

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Indoor Segmentation and Support Inference from RGBD Images

N. Silberman, D. Hoiem, P. Kohli, and R. Fergus · 2012

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Does size matter?

R. Sousa, J. B. Smeets, and E. Brenner · 2012

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Intriguing properties of neural networks

Original

C. Szegedy, W. Zaremba, I. Sutskever, J. Bruna, D. Erhan, I. Goodfellow, and R. Fergus · 2013

Cited alongside, same era.

Depth Map Prediction from a Single Image using a Multi-Scale Deep Network

D. Eigen, C. Puhrsch, and R. Fergus · 2014

Cited alongside, same era.

Visualizing and Understanding Convolutional Networks

Object scene flow for autonomous vehicles

M. Menze and A. Geiger · 2015

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Unsupervised CNN for Single View Depth Estimation: Geometry to the Rescue

R. Garg, V. B. Kumar, G. Carneiro, and I. Reid · 2016

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monodepth: Unsupervised single image depth prediction with CNNs

C. Godard · 2017

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Unsupervised Monocular Depth Estimation with Left-Right Consistency

C. Godard, O. Mac Aodha, and G. J. Brostow · 2017

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Feature Visualization

C. Olah, A. Mordvintsev, and L. Schubert · 2017

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Depth Perception

E. Brenner and J. B. Smeets · 2018

Later among the works it cites.