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Equivariant and Coordinate Independent Convolutional Networks

A Gauge Field Theory of Neural Networks

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

Collections Livre 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, ... En savoir plus

$156.99 CAD

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,
... En savoir plus
Structured Representation Learning

From Homomorphisms and Disentanglement to Equivariance and Topography

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

Collections 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 ... En savoir plus

$57.99 CAD

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
... En savoir plus
Computer Vision – ECCV 2016

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

Modifié par Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Collections Livre 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; ... En savoir plus

$115.99 CAD

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;
... En savoir plus
Computer Vision – ECCV 2016

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

Modifié par Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Collections Livre 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; ... En savoir plus

$115.99 CAD

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;
... En savoir plus
Computer Vision – ECCV 2016

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

Modifié par Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Collections Livre 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; ... En savoir plus

$115.99 CAD

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;
... En savoir plus
Computer Vision – ECCV 2016

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

Modifié par Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Collections Livre 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; ... En savoir plus

$115.99 CAD

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;
... En savoir plus
Computer Vision – ECCV 2016

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

Modifié par Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Collections Livre 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; ... En savoir plus

$115.99 CAD

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;
... En savoir plus
Computer Vision – ECCV 2016

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

Modifié par Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Collections Livre 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; ... En savoir plus

$115.99 CAD

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;
... En savoir plus
Computer Vision – ECCV 2016

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

Modifié par Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Collections Livre 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; ... En savoir plus

$115.99 CAD

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;
... En savoir plus
Computer Vision – ECCV 2016

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

Modifié par Bastian Leibe, Jiri Matas, Nicu Sebe, Max Welling ...

Collections Livre 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; ... En savoir plus

$115.99 CAD

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;
... En savoir plus

Pattern Recognition

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

Modifié par Xiaoyi Jiang, Joachim Hornegger, Reinhard Koch ...

Collections 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 ... En savoir plus

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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
... En savoir plus
AI 2016: Advances in Artificial Intelligence

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

Modifié par Byeong Ho Kang, Quan Bai ...

Collections 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; ... En savoir plus

$64.99 CAD

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;
... En savoir plus

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Progress in Data Science

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Equivariant and Coordinate Independent Convolutional Networks

Structured Representation Learning

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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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