Unsupervised Learning of Depth and Ego-Motion from Monocular Video Using 3D Geometric Constraints

3 code implementations • CVPR 2018 • Reza Mahjourian, Martin Wicke, Anelia Angelova

We present a novel approach for unsupervised learning of depth and ego-motion from monocular video.

Depth And Camera Motion

TensorFlow Estimators: Managing Simplicity vs. Flexibility in High-Level Machine Learning Frameworks

1 code implementation • 8 Aug 2017 • Heng-Tze Cheng, Zakaria Haque, Lichan Hong, Mustafa Ispir, Clemens Mewald, Illia Polosukhin, Georgios Roumpos, D. Sculley, Jamie Smith, David Soergel, Yuan Tang, Philipp Tucker, Martin Wicke, Cassandra Xia, Jianwei Xie

Our focus is on simplifying cutting edge machine learning for practitioners in order to bring such technologies into production.

Geometry-Based Next Frame Prediction from Monocular Video

no code implementations • 20 Sep 2016 • Reza Mahjourian, Martin Wicke, Anelia Angelova

We consider the problem of next frame prediction from video input.

Autonomous Driving Depth Estimation

TensorFlow: A system for large-scale machine learning

2 code implementations • 27 May 2016 • Martín Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Geoffrey Irving, Michael Isard, Manjunath Kudlur, Josh Levenberg, Rajat Monga, Sherry Moore, Derek G. Murray, Benoit Steiner, Paul Tucker, Vijay Vasudevan, Pete Warden, Martin Wicke, Yuan Yu, Xiaoqiang Zheng

TensorFlow is a machine learning system that operates at large scale and in heterogeneous environments.

TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems

4 code implementations • 14 Mar 2016 • Martín Abadi, Ashish Agarwal, Paul Barham, Eugene Brevdo, Zhifeng Chen, Craig Citro, Greg S. Corrado, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Ian Goodfellow, Andrew Harp, Geoffrey Irving, Michael Isard, Yangqing Jia, Rafal Jozefowicz, Lukasz Kaiser, Manjunath Kudlur, Josh Levenberg, Dan Mane, Rajat Monga, Sherry Moore, Derek Murray, Chris Olah, Mike Schuster, Jonathon Shlens, Benoit Steiner, Ilya Sutskever, Kunal Talwar, Paul Tucker, Vincent Vanhoucke, Vijay Vasudevan, Fernanda Viegas, Oriol Vinyals, Pete Warden, Martin Wattenberg, Martin Wicke, Yuan Yu, Xiaoqiang Zheng

TensorFlow is an interface for expressing machine learning algorithms, and an implementation for executing such algorithms.

Dimensionality Reduction General Classification