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1708.03498
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Neural Expectation Maximization
Neural Information Processing Systems (NeurIPS), 2017
11 August 2017
Klaus Greff
Sjoerd van Steenkiste
Jürgen Schmidhuber
OCL
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Papers citing
"Neural Expectation Maximization"
50 / 188 papers shown
Leveraging Hidden Structure in Self-Supervised Learning
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Unsupervised Co-part Segmentation through Assembly
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Qingzhe Gao
Bin Wang
Libin Liu
Baoquan Chen
160
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0
10 Jun 2021
Spatially Invariant Unsupervised 3D Object-Centric Learning and Scene Decomposition
European Conference on Computer Vision (ECCV), 2021
Tianyu Wang
Miaomiao Liu
K. S. Ng
3DPC
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286
2
0
10 Jun 2021
Efficient Iterative Amortized Inference for Learning Symmetric and Disentangled Multi-Object Representations
International Conference on Machine Learning (ICML), 2021
Patrick Emami
Pan He
Sanjay Ranka
Anand Rangarajan
OCL
316
46
0
07 Jun 2021
GMAIR: Unsupervised Object Detection Based on Spatial Attention and Gaussian Mixture
Computational Intelligence and Neuroscience (Comput. Intell. Neurosci.), 2021
Weijin Zhu
Yao Shen
Linfeng Yu
Lizeth Patricia Aguirre Sanchez
114
3
0
03 Jun 2021
APEX: Unsupervised, Object-Centric Scene Segmentation and Tracking for Robot Manipulation
IEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2021
Yizhe Wu
Oiwi Parker Jones
Martin Engelcke
Ingmar Posner
3DPC
183
21
0
31 May 2021
Unsupervised Layered Image Decomposition into Object Prototypes
IEEE International Conference on Computer Vision (ICCV), 2021
Tom Monnier
Elliot Vincent
Jean Ponce
Mathieu Aubry
OCL
293
63
0
29 Apr 2021
GENESIS-V2: Inferring Unordered Object Representations without Iterative Refinement
Neural Information Processing Systems (NeurIPS), 2021
Martin Engelcke
Oiwi Parker Jones
Ingmar Posner
OCL
400
130
0
20 Apr 2021
Single Image Depth Estimation: An Overview
Alican Mertan
D. Duff
Gözde B. Ünal
MoMe
185
104
0
13 Apr 2021
GATSBI: Generative Agent-centric Spatio-temporal Object Interaction
Computer Vision and Pattern Recognition (CVPR), 2021
Cheol-Hui Min
Jinseok Bae
Junho Lee
Y. Kim
235
9
0
09 Apr 2021
Decomposing 3D Scenes into Objects via Unsupervised Volume Segmentation
Karl Stelzner
Kristian Kersting
Adam R. Kosiorek
279
115
0
02 Apr 2021
Knowledge-Guided Object Discovery with Acquired Deep Impressions
AAAI Conference on Artificial Intelligence (AAAI), 2021
Jinyang Yuan
Bin Li
Xiangyang Xue
OCL
238
6
0
19 Mar 2021
Self-Supervision by Prediction for Object Discovery in Videos
International Conference on Information Photonics (ICIP), 2021
Beril Besbinar
P. Frossard
SSL
180
7
0
09 Mar 2021
DMotion: Robotic Visuomotor Control with Unsupervised Forward Model Learned from Videos
IEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2021
Haoqi Yuan
Kai Cheng
Andrew Zhao
Hanwang Zhang
Zihan Ding
Hao Dong
255
4
0
07 Mar 2021
Generative Adversarial Transformers
International Conference on Machine Learning (ICML), 2021
Drew A. Hudson
C. L. Zitnick
ViT
422
203
0
01 Mar 2021
Inducing Meaningful Units from Character Sequences with Dynamic Capacity Slot Attention
Melika Behjati
James Henderson
OCL
170
1
0
01 Feb 2021
Evaluating Disentanglement of Structured Representations
Raphaël Dang-Nhu
OCL
431
5
0
11 Jan 2021
Language-Mediated, Object-Centric Representation Learning
Findings (Findings), 2020
Ruocheng Wang
Jiayuan Mao
S. Gershman
Jiajun Wu
296
13
0
31 Dec 2020
Causal World Models by Unsupervised Deconfounding of Physical Dynamics
Minne Li
Mengyue Yang
Furui Liu
Xu Chen
Zhitang Chen
Jun Wang
SyDa
CML
190
16
0
28 Dec 2020
On the Binding Problem in Artificial Neural Networks
Klaus Greff
Sjoerd van Steenkiste
Jürgen Schmidhuber
OCL
578
289
0
09 Dec 2020
Improving Gradient Flow with Unrolled Highway Expectation Maximization
C. Song
Eunseok Kim
Inwook Shim
79
2
0
09 Dec 2020
Self-supervised Visual Reinforcement Learning with Object-centric Representations
International Conference on Learning Representations (ICLR), 2020
Antonios Tragoudaras
Maximilian Seitzer
Georg Martius
SSL
OCL
221
47
0
29 Nov 2020
Unsupervised Object Keypoint Learning using Local Spatial Predictability
International Conference on Learning Representations (ICLR), 2020
Anand Gopalakrishnan
Sjoerd van Steenkiste
Jürgen Schmidhuber
SSL
214
21
0
25 Nov 2020
Lightweight Data Fusion with Conjugate Mappings
C. Dean
Stephen J. Lee
Jason L. Pacheco
John W. Fisher III
120
1
0
20 Nov 2020
Learning Object-Centric Video Models by Contrasting Sets
Sindy Löwe
Klaus Greff
Rico Jonschkowski
Alexey Dosovitskiy
Thomas Kipf
SSL
OCL
313
24
0
20 Nov 2020
Generative Neurosymbolic Machines
Jindong Jiang
Sungjin Ahn
BDL
OCL
582
71
0
23 Oct 2020
Hierarchical Relational Inference
Aleksandar Stanić
Sjoerd van Steenkiste
Jürgen Schmidhuber
OCL
222
16
0
07 Oct 2020
Improving Generative Imagination in Object-Centric World Models
International Conference on Machine Learning (ICML), 2020
Zhixuan Lin
Yi-Fu Wu
Skand Peri
Bofeng Fu
Jindong Jiang
Sungjin Ahn
OCL
221
91
0
05 Oct 2020
Unsupervised Discovery of 3D Physical Objects from Video
International Conference on Learning Representations (ICLR), 2020
Yilun Du
Kevin A. Smith
Tomer Ulman
J. Tenenbaum
Jiajun Wu
OCL
412
40
0
24 Jul 2020
Slot Contrastive Networks: A Contrastive Approach for Representing Objects
Evan Racah
Sarath Chandar
OCL
DRL
184
14
0
18 Jul 2020
Reconstruction Bottlenecks in Object-Centric Generative Models
Martin Engelcke
Oiwi Parker Jones
Ingmar Posner
OCL
260
24
0
13 Jul 2020
Unsupervised object-centric video generation and decomposition in 3D
Neural Information Processing Systems (NeurIPS), 2020
Paul Henderson
Christoph H. Lampert
OCL
251
38
0
07 Jul 2020
Object-Centric Learning with Slot Attention
Francesco Locatello
Dirk Weissenborn
Thomas Unterthiner
Aravindh Mahendran
G. Heigold
Jakob Uszkoreit
Alexey Dosovitskiy
Thomas Kipf
OCL
529
1,012
0
26 Jun 2020
Unsupervised Video Decomposition using Spatio-temporal Iterative Inference
Polina Zablotskaia
E. Dominici
Leonid Sigal
Andreas M. Lehrmann
OCL
277
20
0
25 Jun 2020
Space-Time Correspondence as a Contrastive Random Walk
Allan Jabri
Andrew Owens
Alexei A. Efros
SSL
OT
372
332
0
25 Jun 2020
Learning Physical Graph Representations from Visual Scenes
Daniel M. Bear
Chaofei Fan
Damian Mrowca
Yunzhu Li
S. Alter
...
Jeremy Schwartz
Li Fei-Fei
Jiajun Wu
J. Tenenbaum
Daniel L. K. Yamins
SSL
GNN
SSeg
AI4CE
268
85
0
22 Jun 2020
Exploiting Contextual Information with Deep Neural Networks
Ismail Elezi
187
3
0
21 Jun 2020
Deep Transformation-Invariant Clustering
Tom Monnier
Thibault Groueix
Mathieu Aubry
OOD
3DH
198
36
0
19 Jun 2020
Towards causal generative scene models via competition of experts
Julius von Kügelgen
Ivan Ustyuzhaninov
Peter V. Gehler
Matthias Bethge
Bernhard Schölkopf
OCL
3DV
211
51
0
27 Apr 2020
Learning to Manipulate Individual Objects in an Image
Computer Vision and Pattern Recognition (CVPR), 2020
Yanchao Yang
Yutong Chen
Stefano Soatto
OCL
245
38
0
11 Apr 2020
A Review on Deep Learning Techniques for Video Prediction
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020
Sergiu Oprea
P. Martinez-Gonzalez
Alberto Garcia-Garcia
John Alejandro Castro-Vargas
S. Orts-Escolano
Jose Garcia-Rodriguez
Antonis Argyros
283
296
0
10 Apr 2020
Attentive Normalization for Conditional Image Generation
Computer Vision and Pattern Recognition (CVPR), 2020
Yi Wang
Ying-Cong Chen
Xinming Zhang
Jian Sun
Jiaya Jia
GAN
164
37
0
08 Apr 2020
Learning Unsupervised Hierarchical Part Decomposition of 3D Objects from a Single RGB Image
Computer Vision and Pattern Recognition (CVPR), 2020
Despoina Paschalidou
Luc van Gool
Andreas Geiger
3DV
OCL
225
124
0
02 Apr 2020
Object-Centric Image Generation with Factored Depths, Locations, and Appearances
Titas Anciukevicius
Christoph H. Lampert
Paul Henderson
OCL
BDL
3DV
VLM
169
35
0
01 Apr 2020
SPACE: Unsupervised Object-Oriented Scene Representation via Spatial Attention and Decomposition
International Conference on Learning Representations (ICLR), 2020
Zhixuan Lin
Yi-Fu Wu
Skand Peri
Weihao Sun
Gautam Singh
Fei Deng
Jindong Jiang
Sungjin Ahn
BDL
OCL
3DPC
506
263
0
08 Jan 2020
Algorithm Unrolling: Interpretable, Efficient Deep Learning for Signal and Image Processing
IEEE Signal Processing Magazine (IEEE SPM), 2019
V. Monga
Yuelong Li
Yonina C. Eldar
431
1,236
0
22 Dec 2019
Towards Unsupervised Learning of Generative Models for 3D Controllable Image Synthesis
Computer Vision and Pattern Recognition (CVPR), 2019
Yiyi Liao
Katja Schwarz
L. Mescheder
Andreas Geiger
3DV
217
165
0
11 Dec 2019
Contrastive Learning of Structured World Models
International Conference on Learning Representations (ICLR), 2019
Thomas Kipf
Elise van der Pol
Max Welling
OCL
DRL
409
305
0
27 Nov 2019
SAG-VAE: End-to-end Joint Inference of Data Representations and Feature Relations
IEEE International Joint Conference on Neural Network (IJCNN), 2019
Chen Wang
Chengyuan Deng
Vladimir A. Ivanov
GNN
DRL
164
6
0
27 Nov 2019
Unsupervised Object Segmentation with Explicit Localization Module
Weitang Liu
Lifeng Wei
James Sharpnack
John Douglas Owens
SSeg
89
4
0
21 Nov 2019
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