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Equivariant and Coordinate Independent Convolutional Networks

A Gauge Field Theory of Neural Networks

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

Series Libro 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, ... Leer más

$127.99 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,
... Leer más
Structured Representation Learning

From Homomorphisms and Disentanglement to Equivariance and Topography

de 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 ... Leer más

$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
... Leer más
Computer Vision – ECCV 2016

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

Edición de Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Series Libro 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; ... Leer más

$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;
... Leer más
Computer Vision – ECCV 2016

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

Edición de Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Series Libro 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; ... Leer más

$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;
... Leer más
Computer Vision – ECCV 2016

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

Edición de Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Series Libro 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; ... Leer más

$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;
... Leer más
Computer Vision – ECCV 2016

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

Edición de Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Series Libro 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; ... Leer más

$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;
... Leer más
Computer Vision – ECCV 2016

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

Edición de Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Series Libro 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; ... Leer más

$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;
... Leer más
Computer Vision – ECCV 2016

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

Edición de Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Series Libro 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; ... Leer más

$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;
... Leer más
Computer Vision – ECCV 2016

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

Edición de Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Series Libro 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; ... Leer más

$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;
... Leer más
Computer Vision – ECCV 2016

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

Edición de Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Series Libro 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; ... Leer más

$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;
... Leer más

Pattern Recognition

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

Edición de 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 ... Leer más

$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
... Leer más
AI 2016: Advances in Artificial Intelligence

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

Edición de 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; ... Leer más

$49.99 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;
... Leer más

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Progress in Data Science

Synthesis Collection of Technology (R0)

Springer Nature Proceedings Computer Science

Equivariant and Coordinate Independent Convolutional Networks

Structured Representation Learning

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

Computer Vision – ECCV 2016

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Pattern Recognition

AI 2016: Advances in Artificial Intelligence

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Progress in Data Science

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