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Equivariant and Coordinate Independent Convolutional Networks

A Gauge Field Theory of Neural Networks

by Maurice Weiler, Patrick Forré, Erik Verlinde, Max Welling ...

Series Book 1 - Progress in Data Science
What is the appropriate geometric structure for neural networks that process spatial signals on Euclidean spaces or more general manifolds? This question takes us on a journey which leads to a gauge field theory of convolutional networks.Feature vector fields: The spatial signals we are interested in are fields of feature vectors. Feature fields allow to describe data like images, audio, videos, ... Read more

$127.79 USD

What is the appropriate geometric structure for neural networks that process spatial signals on Euclidean spaces or more general manifolds? This question takes us on a journey which leads to a gauge field theory of convolutional networks.Feature vector fields: The spatial signals we are interested in are fields of feature vectors. Feature fields allow to describe data like images, audio, videos,
... Read more
Structured Representation Learning

From Homomorphisms and Disentanglement to Equivariance and Topography

by Yue Song, Thomas Anderson Keller, Nicu Sebe, Max Welling ...

Series series Synthesis Collection of Technology (R0)
This book introduces approaches to generalize the benefits of equivariant deep learning to a broader set of learned structures through learned homomorphisms. In the field of machine learning, the idea of incorporating knowledge of data symmetries into artificial neural networks is known as equivariant deep learning and has led to the development of cutting edge architectures for image and physical ... Read more

$44.99 USD

This book introduces approaches to generalize the benefits of equivariant deep learning to a broader set of learned structures through learned homomorphisms. In the field of machine learning, the idea of incorporating knowledge of data symmetries into artificial neural networks is known as equivariant deep learning and has led to the development of cutting edge architectures for image and physical
... Read more
Computer Vision – ECCV 2016

14th European Conference, Amsterdam, The Netherlands, October 11–14, 2016, Proceedings, Part I

Edited by Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Series Book 1 - Springer Nature Proceedings Computer Science
The eight-volume set comprising LNCS volumes 9905-9912 constitutes the refereed proceedings of the 14th European Conference on Computer Vision, ECCV 2016, held in Amsterdam, The Netherlands, in October 2016.The 415 revised papers presented were carefully reviewed and selected from 1480 submissions. The papers cover all aspects of computer vision and pattern recognition such as 3D computer vision; ... Read more

$89.99 USD

The eight-volume set comprising LNCS volumes 9905-9912 constitutes the refereed proceedings of the 14th European Conference on Computer Vision, ECCV 2016, held in Amsterdam, The Netherlands, in October 2016.The 415 revised papers presented were carefully reviewed and selected from 1480 submissions. The papers cover all aspects of computer vision and pattern recognition such as 3D computer vision;
... Read more
Computer Vision – ECCV 2016

14th European Conference, Amsterdam, The Netherlands, October 11-14, 2016, Proceedings, Part II

Edited by Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Series Book 2 - Springer Nature Proceedings Computer Science
The eight-volume set comprising LNCS volumes 9905-9912 constitutes the refereed proceedings of the 14th European Conference on Computer Vision, ECCV 2016, held in Amsterdam, The Netherlands, in October 2016.The 415 revised papers presented were carefully reviewed and selected from 1480 submissions. The papers cover all aspects of computer vision and pattern recognition such as 3D computer vision; ... Read more

$89.09 USD

The eight-volume set comprising LNCS volumes 9905-9912 constitutes the refereed proceedings of the 14th European Conference on Computer Vision, ECCV 2016, held in Amsterdam, The Netherlands, in October 2016.The 415 revised papers presented were carefully reviewed and selected from 1480 submissions. The papers cover all aspects of computer vision and pattern recognition such as 3D computer vision;
... Read more
Computer Vision – ECCV 2016

14th European Conference, Amsterdam, The Netherlands, October 11-14, 2016, Proceedings, Part III

Edited by Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Series Book 3 - Springer Nature Proceedings Computer Science
The eight-volume set comprising LNCS volumes 9905-9912 constitutes the refereed proceedings of the 14th European Conference on Computer Vision, ECCV 2016, held in Amsterdam, The Netherlands, in October 2016.The 415 revised papers presented were carefully reviewed and selected from 1480 submissions. The papers cover all aspects of computer vision and pattern recognition such as 3D computer vision; ... Read more

$89.09 USD

The eight-volume set comprising LNCS volumes 9905-9912 constitutes the refereed proceedings of the 14th European Conference on Computer Vision, ECCV 2016, held in Amsterdam, The Netherlands, in October 2016.The 415 revised papers presented were carefully reviewed and selected from 1480 submissions. The papers cover all aspects of computer vision and pattern recognition such as 3D computer vision;
... Read more
Computer Vision – ECCV 2016

14th European Conference, Amsterdam, The Netherlands, October 11–14, 2016, Proceedings, Part IV

Edited by Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Series Book 4 - Springer Nature Proceedings Computer Science
The eight-volume set comprising LNCS volumes 9905-9912 constitutes therefereed proceedings of the 14th European Conference on ComputerVision, ECCV 2016, held in Amsterdam, The Netherlands, in October 2016.The 415 revised papers presented were carefully reviewed and selectedfrom 1480 submissions. The papers cover all aspects of computer visionand pattern recognition such as 3D computer vision; ... Read more

$89.99 USD

The eight-volume set comprising LNCS volumes 9905-9912 constitutes therefereed proceedings of the 14th European Conference on ComputerVision, ECCV 2016, held in Amsterdam, The Netherlands, in October 2016.The 415 revised papers presented were carefully reviewed and selectedfrom 1480 submissions. The papers cover all aspects of computer visionand pattern recognition such as 3D computer vision;
... Read more
Computer Vision – ECCV 2016

14th European Conference, Amsterdam, The Netherlands, October 11-14, 2016, Proceedings, Part VIII

Edited by Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Series Book 8 - Springer Nature Proceedings Computer Science
The eight-volume set comprising LNCS volumes 9905-9912 constitutes the refereed proceedings of the 14th European Conference on Computer Vision, ECCV 2016, held in Amsterdam, The Netherlands, in October 2016.The 415 revised papers presented were carefully reviewed and selected from 1480 submissions. The papers cover all aspects of computer vision and pattern recognition such as 3D computer vision; ... Read more

$89.09 USD

The eight-volume set comprising LNCS volumes 9905-9912 constitutes the refereed proceedings of the 14th European Conference on Computer Vision, ECCV 2016, held in Amsterdam, The Netherlands, in October 2016.The 415 revised papers presented were carefully reviewed and selected from 1480 submissions. The papers cover all aspects of computer vision and pattern recognition such as 3D computer vision;
... Read more
Computer Vision – ECCV 2016

14th European Conference, Amsterdam, The Netherlands, October 11-14, 2016, Proceedings, Part VI

Edited by Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Series Book 6 - Springer Nature Proceedings Computer Science
The eight-volume set comprising LNCS volumes 9905-9912 constitutes the refereed proceedings of the 14th European Conference on Computer Vision, ECCV 2016, held in Amsterdam, The Netherlands, in October 2016.The 415 revised papers presented were carefully reviewed and selected from 1480 submissions. The papers cover all aspects of computer vision and pattern recognition such as 3D computer vision; ... Read more

$89.99 USD

The eight-volume set comprising LNCS volumes 9905-9912 constitutes the refereed proceedings of the 14th European Conference on Computer Vision, ECCV 2016, held in Amsterdam, The Netherlands, in October 2016.The 415 revised papers presented were carefully reviewed and selected from 1480 submissions. The papers cover all aspects of computer vision and pattern recognition such as 3D computer vision;
... Read more
Computer Vision – ECCV 2016

14th European Conference, Amsterdam, The Netherlands, October 11-14, 2016, Proceedings, Part V

Edited by Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Series Book 5 - Springer Nature Proceedings Computer Science
The eight-volume set comprising LNCS volumes 9905-9912 constitutes the refereed proceedings of the 14th European Conference on Computer Vision, ECCV 2016, held in Amsterdam, The Netherlands, in October 2016.The 415 revised papers presented were carefully reviewed and selected from 1480 submissions. The papers cover all aspects of computer vision and pattern recognition such as 3D computer vision; ... Read more

$89.09 USD

The eight-volume set comprising LNCS volumes 9905-9912 constitutes the refereed proceedings of the 14th European Conference on Computer Vision, ECCV 2016, held in Amsterdam, The Netherlands, in October 2016.The 415 revised papers presented were carefully reviewed and selected from 1480 submissions. The papers cover all aspects of computer vision and pattern recognition such as 3D computer vision;
... Read more
Computer Vision – ECCV 2016

14th European Conference, Amsterdam, The Netherlands, October 11–14, 2016, Proceedings, Part VII

Edited by Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Series Book 7 - Springer Nature Proceedings Computer Science
The eight-volume set comprising LNCS volumes 9905-9912 constitutes the refereed proceedings of the 14th European Conference on Computer Vision, ECCV 2016, held in Amsterdam, The Netherlands, in October 2016.The 415 revised papers presented were carefully reviewed and selected from 1480 submissions. The papers cover all aspects of computer vision and pattern recognition such as 3D computer vision; ... Read more

$89.99 USD

The eight-volume set comprising LNCS volumes 9905-9912 constitutes the refereed proceedings of the 14th European Conference on Computer Vision, ECCV 2016, held in Amsterdam, The Netherlands, in October 2016.The 415 revised papers presented were carefully reviewed and selected from 1480 submissions. The papers cover all aspects of computer vision and pattern recognition such as 3D computer vision;
... Read more

Pattern Recognition

36th German Conference, GCPR 2014, Münster, Germany, September 2-5, 2014, Proceedings

Edited by Xiaoyi Jiang, Joachim Hornegger, Reinhard Koch ...

Series series Springer Nature Proceedings Computer Science
This book constitutes the refereed proceedings of the 36th German Conference on Pattern Recognition, GCPR 2014, held in Münster, Germany, in September 2014. The 58 revised full papers and 8 short papers were carefully reviewed and selected from 153 submissions. The papers are organized in topical sections on variational models for depth and flow, reconstruction, bio-informatics, deep learning and ... Read more

$49.99 USD

This book constitutes the refereed proceedings of the 36th German Conference on Pattern Recognition, GCPR 2014, held in Münster, Germany, in September 2014. The 58 revised full papers and 8 short papers were carefully reviewed and selected from 153 submissions. The papers are organized in topical sections on variational models for depth and flow, reconstruction, bio-informatics, deep learning and
... Read more
AI 2016: Advances in Artificial Intelligence

29th Australasian Joint Conference, Hobart, TAS, Australia, December 5-8, 2016, Proceedings

Edited by Byeong Ho Kang, Quan Bai ...

Series series Springer Nature Proceedings Computer Science
This book constitutes the refereed proceedings of the 29th Australasian Joint Conference on Artificial Intelligence, AI 2016, held in Hobart, TAS, Australia, in December 2016.The 40 full papers and 18 short papers presented together with 8 invited short papers were carefully reviewed and selected from 121 submissions. The papers are organized in topical sections on agents and multiagent systems; ... Read more

$49.49 USD

This book constitutes the refereed proceedings of the 29th Australasian Joint Conference on Artificial Intelligence, AI 2016, held in Hobart, TAS, Australia, in December 2016.The 40 full papers and 18 short papers presented together with 8 invited short papers were carefully reviewed and selected from 121 submissions. The papers are organized in topical sections on agents and multiagent systems;
... Read more

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Progress in Data Science

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Equivariant and Coordinate Independent Convolutional Networks

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Computer Vision – ECCV 2016

Computer Vision – ECCV 2016

Computer Vision – ECCV 2016

Computer Vision – ECCV 2016

Computer Vision – ECCV 2016

Computer Vision – ECCV 2016

Computer Vision – ECCV 2016

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Pattern Recognition

AI 2016: Advances in Artificial Intelligence

eReaders

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Your Shopping Cart is empty

Available:

1 audiobook monthly

+ FREE 30-day trial

Available:

1 audiobook monthly

+ FREE 30-day trial

Recommended For You

Top Series in United States

Progress in Data Science

Synthesis Collection of Technology (R0)

Springer Nature Proceedings Computer Science

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