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Stacked Capsule Autoencoders

Stacked Capsule Autoencoders

17 June 2019
Adam R. Kosiorek
S. Sabour
Yee Whye Teh
Geoffrey E. Hinton
    OCL
ArXivPDFHTML

Papers citing "Stacked Capsule Autoencoders"

49 / 49 papers shown
Title
Representing Part-Whole Hierarchies in Foundation Models by Learning
  Localizability, Composability, and Decomposability from Anatomy via
  Self-Supervision
Representing Part-Whole Hierarchies in Foundation Models by Learning Localizability, Composability, and Decomposability from Anatomy via Self-Supervision
M. Taher
Michael B. Gotway
Jianming Liang
MedIm
36
5
0
24 Apr 2024
Graph-Convolutional Autoencoder Ensembles for the Humanities,
  Illustrated with a Study of the American Slave Trade
Graph-Convolutional Autoencoder Ensembles for the Humanities, Illustrated with a Study of the American Slave Trade
Tom Lippincott
AI4CE
21
0
0
01 Jan 2024
Self-Supervised Detection of Perfect and Partial Input-Dependent
  Symmetries
Self-Supervised Detection of Perfect and Partial Input-Dependent Symmetries
Alonso Urbano
David W. Romero
35
2
0
19 Dec 2023
Enhancing Object Detection in Ancient Documents with Synthetic Data
  Generation and Transformer-Based Models
Enhancing Object Detection in Ancient Documents with Synthetic Data Generation and Transformer-Based Models
Zahra Ziran
F. Leotta
Massimo Mecella
20
1
0
29 Jul 2023
Capsule network with shortcut routing
Capsule network with shortcut routing
Thanh-Vu Dang
Hoang-Trong Vo
Gwanghyun Yu
Jin Young Kim
45
1
0
14 Jul 2023
Are Deep Neural Networks Adequate Behavioural Models of Human Visual
  Perception?
Are Deep Neural Networks Adequate Behavioural Models of Human Visual Perception?
Felix Wichmann
Robert Geirhos
34
25
0
26 May 2023
Towards the Characterization of Representations Learned via
  Capsule-based Network Architectures
Towards the Characterization of Representations Learned via Capsule-based Network Architectures
Saja AL-Tawalbeh
José Oramas
27
1
0
09 May 2023
Learnable Earth Parser: Discovering 3D Prototypes in Aerial Scans
Learnable Earth Parser: Discovering 3D Prototypes in Aerial Scans
Romain Loiseau
Elliot Vincent
Mathieu Aubry
Loic Landrieu
3DPC
13
3
0
19 Apr 2023
Structured Generative Models for Scene Understanding
Structured Generative Models for Scene Understanding
Christopher K. I. Williams
OCL
3DV
19
3
0
07 Feb 2023
Why Capsule Neural Networks Do Not Scale: Challenging the Dynamic
  Parse-Tree Assumption
Why Capsule Neural Networks Do Not Scale: Challenging the Dynamic Parse-Tree Assumption
Matthias Mitterreiter
Marcel Koch
Joachim Giesen
Soren Laue
3DPC
MedIm
25
13
0
04 Jan 2023
Search for Concepts: Discovering Visual Concepts Using Direct
  Optimization
Search for Concepts: Discovering Visual Concepts Using Direct Optimization
P. Reddy
Paul Guerrero
Niloy J. Mitra
OCL
21
4
0
25 Oct 2022
Option-Aware Adversarial Inverse Reinforcement Learning for Robotic
  Control
Option-Aware Adversarial Inverse Reinforcement Learning for Robotic Control
Jiayu Chen
Tian-Shing Lan
Vaneet Aggarwal
BDL
24
16
0
05 Oct 2022
Inference and Learning for Generative Capsule Models
Inference and Learning for Generative Capsule Models
A. Nazábal
Nikolaos Tsagkas
Christopher K. I. Williams
OCL
GAN
34
3
0
07 Sep 2022
Hybrid Gromov-Wasserstein Embedding for Capsule Learning
Hybrid Gromov-Wasserstein Embedding for Capsule Learning
Pourya Shamsolmoali
Masoumeh Zareapoor
Swagatam Das
Eric Granger
Salvador García
MedIm
36
2
0
01 Sep 2022
Domestic Activity Clustering from Audio via Depthwise Separable
  Convolutional Autoencoder Network
Domestic Activity Clustering from Audio via Depthwise Separable Convolutional Autoencoder Network
Yanxiong Li
Wenchang Cao
K. Drossos
Tuomas Virtanen
25
3
0
04 Aug 2022
Stacked unsupervised learning with a network architecture found by
  supervised meta-learning
Stacked unsupervised learning with a network architecture found by supervised meta-learning
Kyle L. Luther
H. S. Seung
SSL
27
0
0
06 Jun 2022
Learning with Capsules: A Survey
Learning with Capsules: A Survey
Fabio De Sousa Ribeiro
Kevin Duarte
Miles Everett
Georgios Leontidis
M. Shah
3DPC
MedIm
39
19
0
06 Jun 2022
Drawing out of Distribution with Neuro-Symbolic Generative Models
Drawing out of Distribution with Neuro-Symbolic Generative Models
Yi-Chuan Liang
J. Tenenbaum
T. Le
N. Siddharth
23
7
0
03 Jun 2022
CapsNet for Medical Image Segmentation
CapsNet for Medical Image Segmentation
Minh-Trieu Tran
Viet-Khoa Vo-Ho
Kyle Quinn
Hien Nguyen
Khoa Luu
Ngan Le
MedIm
13
5
0
16 Mar 2022
Interpretable part-whole hierarchies and conceptual-semantic
  relationships in neural networks
Interpretable part-whole hierarchies and conceptual-semantic relationships in neural networks
Nicola Garau
N. Bisagno
Zeno Sambugaro
Nicola Conci
34
21
0
07 Mar 2022
Unsupervised Learning of Group Invariant and Equivariant Representations
Unsupervised Learning of Group Invariant and Equivariant Representations
R. Winter
Marco Bertolini
Tuan Le
Frank Noé
Djork-Arné Clevert
36
41
0
15 Feb 2022
Active Predictive Coding Networks: A Neural Solution to the Problem of
  Learning Reference Frames and Part-Whole Hierarchies
Active Predictive Coding Networks: A Neural Solution to the Problem of Learning Reference Frames and Part-Whole Hierarchies
Dimitrios C. Gklezakos
Rajesh P. N. Rao
24
11
0
14 Jan 2022
Quantised Transforming Auto-Encoders: Achieving Equivariance to
  Arbitrary Transformations in Deep Networks
Quantised Transforming Auto-Encoders: Achieving Equivariance to Arbitrary Transformations in Deep Networks
Jianbo Jiao
João F. Henriques
BDL
OOD
MQ
15
2
0
25 Nov 2021
XnODR and XnIDR: Two Accurate and Fast Fully Connected Layers For
  Convolutional Neural Networks
XnODR and XnIDR: Two Accurate and Fast Fully Connected Layers For Convolutional Neural Networks
Jian Sun
A. P. Fard
Mohammad H. Mahoor
3DPC
30
8
0
21 Nov 2021
SubTab: Subsetting Features of Tabular Data for Self-Supervised
  Representation Learning
SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation Learning
Talip Uçar
Ehsan Hajiramezanali
Lindsay Edwards
LMTD
SSL
39
124
0
08 Oct 2021
Unsupervised Image Decomposition with Phase-Correlation Networks
Unsupervised Image Decomposition with Phase-Correlation Networks
Angel Villar-Corrales
Sven Behnke
OCL
35
4
0
07 Oct 2021
Shifting Capsule Networks from the Cloud to the Deep Edge
Shifting Capsule Networks from the Cloud to the Deep Edge
Miguel Costa
Diogo Costa
T. Gomes
Sandro Pinto
26
5
0
06 Oct 2021
Capturing the objects of vision with neural networks
Capturing the objects of vision with neural networks
B. Peters
N. Kriegeskorte
OCL
33
56
0
07 Sep 2021
Graph Capsule Aggregation for Unaligned Multimodal Sequences
Graph Capsule Aggregation for Unaligned Multimodal Sequences
Jianfeng Wu
Sijie Mai
Haifeng Hu
21
32
0
17 Aug 2021
Visual Parser: Representing Part-whole Hierarchies with Transformers
Visual Parser: Representing Part-whole Hierarchies with Transformers
Shuyang Sun
Xiaoyu Yue
S. Bai
Philip Torr
50
27
0
13 Jul 2021
DPR-CAE: Capsule Autoencoder with Dynamic Part Representation for Image Parsing
Canqun Xiang
Zhennan Wang
Wenbin Zou
Chen Xu
OCL
24
1
0
30 Apr 2021
Unsupervised Layered Image Decomposition into Object Prototypes
Unsupervised Layered Image Decomposition into Object Prototypes
Tom Monnier
Elliot Vincent
Jean Ponce
Mathieu Aubry
OCL
16
53
0
29 Apr 2021
GENESIS-V2: Inferring Unordered Object Representations without Iterative
  Refinement
GENESIS-V2: Inferring Unordered Object Representations without Iterative Refinement
Martin Engelcke
Oiwi Parker Jones
Ingmar Posner
OCL
37
115
0
20 Apr 2021
Interpretable Machine Learning: Fundamental Principles and 10 Grand
  Challenges
Interpretable Machine Learning: Fundamental Principles and 10 Grand Challenges
Cynthia Rudin
Chaofan Chen
Zhi Chen
Haiyang Huang
Lesia Semenova
Chudi Zhong
FaML
AI4CE
LRM
59
655
0
20 Mar 2021
Generative Adversarial Transformers
Generative Adversarial Transformers
Drew A. Hudson
C. L. Zitnick
ViT
25
179
0
01 Mar 2021
LieTransformer: Equivariant self-attention for Lie Groups
LieTransformer: Equivariant self-attention for Lie Groups
M. Hutchinson
Charline Le Lan
Sheheryar Zaidi
Emilien Dupont
Yee Whye Teh
Hyunjik Kim
31
111
0
20 Dec 2020
Hierarchical Graph Capsule Network
Hierarchical Graph Capsule Network
Jinyu Yang
P. Zhao
Yu Rong
Chao-chao Yan
Chunyuan Li
Hehuan Ma
Junzhou Huang
24
30
0
16 Dec 2020
Neurosymbolic AI: The 3rd Wave
Neurosymbolic AI: The 3rd Wave
Artur Garcez
Luís C. Lamb
NAI
65
293
0
10 Dec 2020
On the Binding Problem in Artificial Neural Networks
On the Binding Problem in Artificial Neural Networks
Klaus Greff
Sjoerd van Steenkiste
Jürgen Schmidhuber
OCL
233
255
0
09 Dec 2020
Spatial-Temporal Alignment Network for Action Recognition and Detection
Spatial-Temporal Alignment Network for Action Recognition and Detection
Junwei Liang
Liangliang Cao
Xuehan Xiong
Ting Yu
Alexander G. Hauptmann
3DPC
18
9
0
04 Dec 2020
Unsupervised part representation by Flow Capsules
Unsupervised part representation by Flow Capsules
S. Sabour
Andrea Tagliasacchi
S. Yazdani
Geoffrey E. Hinton
David J. Fleet
3DPC
OCL
30
37
0
27 Nov 2020
Self Normalizing Flows
Self Normalizing Flows
Thomas Anderson Keller
Jorn W. T. Peters
P. Jaini
Emiel Hoogeboom
Patrick Forré
Max Welling
30
14
0
14 Nov 2020
The Representation Theory of Neural Networks
The Representation Theory of Neural Networks
M. Armenta
Pierre-Marc Jodoin
29
30
0
23 Jul 2020
Wasserstein Routed Capsule Networks
Wasserstein Routed Capsule Networks
Alexander Fuchs
Franz Pernkopf
35
7
0
22 Jul 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
64
2,608
0
01 Apr 2020
Subclass Distillation
Subclass Distillation
Rafael Müller
Simon Kornblith
Geoffrey E. Hinton
34
33
0
10 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
26
88
0
27 Dec 2019
Capsule Routing via Variational Bayes
Capsule Routing via Variational Bayes
Fabio De Sousa Ribeiro
Georgios Leontidis
Stefanos D. Kollias
15
82
0
27 May 2019
Increasing the adversarial robustness and explainability of capsule
  networks with $γ$-capsules
Increasing the adversarial robustness and explainability of capsule networks with γγγ-capsules
David Peer
Sebastian Stabinger
A. Rodríguez-Sánchez
AAML
GAN
MedIm
39
11
0
23 Dec 2018
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