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Steerable CNNs

Steerable CNNs

27 December 2016
Taco S. Cohen
Max Welling
    BDL
ArXivPDFHTML

Papers citing "Steerable CNNs"

50 / 118 papers shown
Title
$\mathrm{SO}(2)$-Equivariant Reinforcement Learning
SO(2)\mathrm{SO}(2)SO(2)-Equivariant Reinforcement Learning
Dian Wang
Robin G. Walters
Robert W. Platt
28
78
0
08 Mar 2022
RRL:Regional Rotation Layer in Convolutional Neural Networks
RRL:Regional Rotation Layer in Convolutional Neural Networks
Zongbo Hao
Tao Zhang
MingWang Chen
Kaixuan Zhou
19
2
0
25 Feb 2022
Rotationally Equivariant Super-Resolution of Velocity Fields in
  Two-Dimensional Fluids Using Convolutional Neural Networks
Rotationally Equivariant Super-Resolution of Velocity Fields in Two-Dimensional Fluids Using Convolutional Neural Networks
Y. Yasuda
R. Onishi
17
5
0
22 Feb 2022
Equivariant Transporter Network
Equivariant Transporter Network
Hao-zhe Huang
Dian Wang
Robin G. Walters
Robert W. Platt
56
53
0
18 Feb 2022
Frame Averaging for Equivariant Shape Space Learning
Frame Averaging for Equivariant Shape Space Learning
Matan Atzmon
Koki Nagano
Sanja Fidler
S. Khamis
Y. Lipman
FedML
28
13
0
03 Dec 2021
Implicit Equivariance in Convolutional Networks
Implicit Equivariance in Convolutional Networks
Naman Khetan
Tushar Arora
S. U. Rehman
D. K. Gupta
31
4
0
28 Nov 2021
Deformation Robust Roto-Scale-Translation Equivariant CNNs
Deformation Robust Roto-Scale-Translation Equivariant CNNs
Liyao (Mars) Gao
Guang Lin
Wei-wei Zhu
17
8
0
22 Nov 2021
Equivariant $Q$ Learning in Spatial Action Spaces
Equivariant QQQ Learning in Spatial Action Spaces
Dian Wang
Robin G. Walters
Xu Zhu
Robert W. Platt
25
72
0
28 Oct 2021
Roto-translated Local Coordinate Frames For Interacting Dynamical
  Systems
Roto-translated Local Coordinate Frames For Interacting Dynamical Systems
Miltiadis Kofinas
N. S. Nagaraja
E. Gavves
AI4CE
19
32
0
28 Oct 2021
Rotation Equivariant Deforestation Segmentation and Driver
  Classification
Rotation Equivariant Deforestation Segmentation and Driver Classification
Joshua Mitton
Roderick Murray-Smith
11
6
0
25 Oct 2021
Multi-Agent MDP Homomorphic Networks
Multi-Agent MDP Homomorphic Networks
Elise van der Pol
H. V. Hoof
F. Oliehoek
Max Welling
AI4CE
46
28
0
09 Oct 2021
Geometric and Physical Quantities Improve E(3) Equivariant Message
  Passing
Geometric and Physical Quantities Improve E(3) Equivariant Message Passing
Johannes Brandstetter
Rob D. Hesselink
Elise van der Pol
Erik J. Bekkers
Max Welling
17
229
0
06 Oct 2021
Nonlinearities in Steerable SO(2)-Equivariant CNNs
Nonlinearities in Steerable SO(2)-Equivariant CNNs
Daniel Franzen
Michael Wand
30
3
0
14 Sep 2021
Topographic VAEs learn Equivariant Capsules
Topographic VAEs learn Equivariant Capsules
Thomas Anderson Keller
Max Welling
BDL
36
38
0
03 Sep 2021
You Only Hypothesize Once: Point Cloud Registration with
  Rotation-equivariant Descriptors
You Only Hypothesize Once: Point Cloud Registration with Rotation-equivariant Descriptors
Haiping Wang
Yuan-Bin Liu
Zhen Dong
Wenping Wang
3DPC
27
124
0
01 Sep 2021
Terabyte-scale supervised 3D training and benchmarking dataset of the
  mouse kidney
Terabyte-scale supervised 3D training and benchmarking dataset of the mouse kidney
W. Kuo
D. Rossinelli
G. Schulz
R. Wenger
S. Hieber
B. Müller
V. Kurtcuoglu
16
8
0
04 Aug 2021
Circular-Symmetric Correlation Layer based on FFT
Circular-Symmetric Correlation Layer based on FFT
Bahar Azari
Deniz Erdogmus
34
1
0
26 Jul 2021
Physics-Guided Deep Learning for Dynamical Systems: A Survey
Physics-Guided Deep Learning for Dynamical Systems: A Survey
Rui Wang
Rose Yu
AI4CE
PINN
39
64
0
02 Jul 2021
Steerable Partial Differential Operators for Equivariant Neural Networks
Steerable Partial Differential Operators for Equivariant Neural Networks
Erik Jenner
Maurice Weiler
15
27
0
18 Jun 2021
Equivariant Networks for Pixelized Spheres
Equivariant Networks for Pixelized Spheres
Mehran Shakerinava
Siamak Ravanbakhsh
3DPC
23
19
0
12 Jun 2021
Scale-invariant scale-channel networks: Deep networks that generalise to
  previously unseen scales
Scale-invariant scale-channel networks: Deep networks that generalise to previously unseen scales
Ylva Jansson
T. Lindeberg
11
23
0
11 Jun 2021
DISCO: accurate Discrete Scale Convolutions
DISCO: accurate Discrete Scale Convolutions
Ivan Sosnovik
A. Moskalev
A. Smeulders
18
31
0
04 Jun 2021
E(n) Equivariant Normalizing Flows
E(n) Equivariant Normalizing Flows
Victor Garcia Satorras
Emiel Hoogeboom
F. Fuchs
Ingmar Posner
Max Welling
BDL
29
168
0
19 May 2021
Protein sequence-to-structure learning: Is this the end(-to-end
  revolution)?
Protein sequence-to-structure learning: Is this the end(-to-end revolution)?
É. Laine
Stephan Eismann
A. Elofsson
Sergei Grudinin
OOD
3DV
17
34
0
16 May 2021
Equivariant Wavelets: Fast Rotation and Translation Invariant Wavelet
  Scattering Transforms
Equivariant Wavelets: Fast Rotation and Translation Invariant Wavelet Scattering Transforms
A. Saydjari
D. Finkbeiner
30
20
0
22 Apr 2021
A Practical Method for Constructing Equivariant Multilayer Perceptrons
  for Arbitrary Matrix Groups
A Practical Method for Constructing Equivariant Multilayer Perceptrons for Arbitrary Matrix Groups
Marc Finzi
Max Welling
A. Wilson
76
185
0
19 Apr 2021
Autobahn: Automorphism-based Graph Neural Nets
Autobahn: Automorphism-based Graph Neural Nets
Erik H. Thiede
Wenda Zhou
Risi Kondor
GNN
AI4CE
23
48
0
02 Mar 2021
E(n) Equivariant Graph Neural Networks
E(n) Equivariant Graph Neural Networks
Victor Garcia Satorras
Emiel Hoogeboom
Max Welling
30
975
0
19 Feb 2021
Equivariant Learning of Stochastic Fields: Gaussian Processes and
  Steerable Conditional Neural Processes
Equivariant Learning of Stochastic Fields: Gaussian Processes and Steerable Conditional Neural Processes
P. Holderrieth
M. Hutchinson
Yee Whye Teh
BDL
28
30
0
25 Nov 2020
Trajectory Prediction using Equivariant Continuous Convolution
Trajectory Prediction using Equivariant Continuous Convolution
Robin G. Walters
Jinxi Li
Rose Yu
23
43
0
21 Oct 2020
A Wigner-Eckart Theorem for Group Equivariant Convolution Kernels
A Wigner-Eckart Theorem for Group Equivariant Convolution Kernels
Leon Lang
Maurice Weiler
27
53
0
21 Oct 2020
Probabilistic Numeric Convolutional Neural Networks
Probabilistic Numeric Convolutional Neural Networks
Marc Finzi
Roberto Bondesan
Max Welling
BDL
AI4TS
23
13
0
21 Oct 2020
MDP Homomorphic Networks: Group Symmetries in Reinforcement Learning
MDP Homomorphic Networks: Group Symmetries in Reinforcement Learning
Elise van der Pol
Daniel E. Worrall
H. V. Hoof
F. Oliehoek
Max Welling
BDL
AI4CE
13
155
0
30 Jun 2020
SE(3)-Transformers: 3D Roto-Translation Equivariant Attention Networks
SE(3)-Transformers: 3D Roto-Translation Equivariant Attention Networks
F. Fuchs
Daniel E. Worrall
Volker Fischer
Max Welling
3DPC
45
664
0
18 Jun 2020
CNNs on Surfaces using Rotation-Equivariant Features
CNNs on Surfaces using Rotation-Equivariant Features
R. Wiersma
E. Eisemann
Klaus Hildebrandt
15
69
0
02 Jun 2020
Theoretical Aspects of Group Equivariant Neural Networks
Theoretical Aspects of Group Equivariant Neural Networks
Carlos Esteves
19
41
0
10 Apr 2020
Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in
  Histology Images
Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images
S. Graham
David B. A. Epstein
Nasir M. Rajpoot
16
87
0
06 Apr 2020
A Survey of Convolutional Neural Networks: Analysis, Applications, and
  Prospects
A Survey of Convolutional Neural Networks: Analysis, Applications, and Prospects
Zewen Li
Wenjie Yang
Shouheng Peng
Fan Liu
HAI
3DV
54
2,595
0
01 Apr 2020
Gauge Equivariant Mesh CNNs: Anisotropic convolutions on geometric
  graphs
Gauge Equivariant Mesh CNNs: Anisotropic convolutions on geometric graphs
P. D. Haan
Maurice Weiler
Taco S. Cohen
Max Welling
100
127
0
11 Mar 2020
Directional Message Passing for Molecular Graphs
Directional Message Passing for Molecular Graphs
Johannes Klicpera
Janek Groß
Stephan Günnemann
40
846
0
06 Mar 2020
On Learning Sets of Symmetric Elements
On Learning Sets of Symmetric Elements
Haggai Maron
Or Litany
Gal Chechik
Ethan Fetaya
22
132
0
20 Feb 2020
Incorporating Symmetry into Deep Dynamics Models for Improved
  Generalization
Incorporating Symmetry into Deep Dynamics Models for Improved Generalization
Rui Wang
Robin G. Walters
Rose Yu
AI4CE
40
167
0
08 Feb 2020
Universal Equivariant Multilayer Perceptrons
Universal Equivariant Multilayer Perceptrons
Siamak Ravanbakhsh
98
48
0
07 Feb 2020
Attentive Group Equivariant Convolutional Networks
Attentive Group Equivariant Convolutional Networks
David W. Romero
Erik J. Bekkers
Jakub M. Tomczak
Mark Hoogendoorn
22
89
0
07 Feb 2020
Quaternion Equivariant Capsule Networks for 3D Point Clouds
Quaternion Equivariant Capsule Networks for 3D Point Clouds
Yongheng Zhao
Tolga Birdal
J. E. Lenssen
Emanuele Menegatti
Leonidas J. Guibas
Federico Tombari
3DPC
20
88
0
27 Dec 2019
Deep Learning for 2D and 3D Rotatable Data: An Overview of Methods
Deep Learning for 2D and 3D Rotatable Data: An Overview of Methods
Luca Della Libera
Vladimir Golkov
Yue Zhu
Arman Mielke
Daniel Cremers
3DH
3DPC
17
4
0
31 Oct 2019
Dynamic Scale Inference by Entropy Minimization
Dynamic Scale Inference by Entropy Minimization
Dequan Wang
Evan Shelhamer
Bruno A. Olshausen
Trevor Darrell
19
7
0
08 Aug 2019
Extracting Interpretable Physical Parameters from Spatiotemporal Systems
  using Unsupervised Learning
Extracting Interpretable Physical Parameters from Spatiotemporal Systems using Unsupervised Learning
Peter Y. Lu
Samuel Kim
Marin Soljacic
AI4CE
14
59
0
13 Jul 2019
Cormorant: Covariant Molecular Neural Networks
Cormorant: Covariant Molecular Neural Networks
Brandon M. Anderson
Truong Son-Hy
Risi Kondor
13
421
0
06 Jun 2019
Covariance in Physics and Convolutional Neural Networks
Covariance in Physics and Convolutional Neural Networks
Miranda C. N. Cheng
V. Anagiannis
Maurice Weiler
P. D. Haan
Taco S. Cohen
Max Welling
40
18
0
06 Jun 2019
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