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1806.01794
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Sequential Attend, Infer, Repeat: Generative Modelling of Moving Objects
5 June 2018
Adam R. Kosiorek
Hyunjik Kim
Ingmar Posner
Yee Whye Teh
BDL
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Papers citing
"Sequential Attend, Infer, Repeat: Generative Modelling of Moving Objects"
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Unsupervised Multi-object Segmentation by Predicting Probable Motion Patterns
Neural Information Processing Systems (NeurIPS), 2022
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Andrea Vedaldi
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348
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0
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367
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OGC: Unsupervised 3D Object Segmentation from Rigid Dynamics of Point Clouds
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354
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Representing Spatial Trajectories as Distributions
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Carl Vondrick
226
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Motion-inductive Self-supervised Object Discovery in Videos
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Weidi Xie
Yabo Chen
Rui Qian
Xiaopeng Zhang
H. Xiong
Q. Tian
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227
20
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01 Oct 2022
Bridging the Gap to Real-World Object-Centric Learning
International Conference on Learning Representations (ICLR), 2022
Maximilian Seitzer
Max Horn
Antonios Tragoudaras
Dominik Zietlow
Tianjun Xiao
...
Tong He
Zheng Zhang
Bernhard Schölkopf
Thomas Brox
Francesco Locatello
OCL
336
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29 Sep 2022
Compositional Law Parsing with Latent Random Functions
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Fan Shi
Bin Li
Xiangyang Xue
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251
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15 Sep 2022
Synthetic Data in Human Analysis: A Survey
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Marcel Grimmer
Christian Rathgeb
Christoph Busch
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265
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19 Aug 2022
Learning to Generalize with Object-centric Agents in the Open World Survival Game Crafter
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Aleksandar Stanić
Yujin Tang
David R Ha
Jürgen Schmidhuber
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255
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Neural Groundplans: Persistent Neural Scene Representations from a Single Image
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Prafull Sharma
A. Tewari
Yilun Du
Sergey Zakharov
Rares Andrei Ambrus
Adrien Gaidon
William T. Freeman
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Vincent Sitzmann
SSL
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239
18
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SAVi++: Towards End-to-End Object-Centric Learning from Real-World Videos
Neural Information Processing Systems (NeurIPS), 2022
Gamaleldin F. Elsayed
Aravindh Mahendran
Sjoerd van Steenkiste
Klaus Greff
Michael C. Mozer
Thomas Kipf
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OCL
376
173
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15 Jun 2022
Seeing the forest and the tree: Building representations of both individual and collective dynamics with transformers
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Ran Liu
Mehdi Azabou
M. Dabagia
Jingyun Xiao
Eva L. Dyer
AI4CE
233
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Patch-based Object-centric Transformers for Efficient Video Generation
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Ryogo Okumura
Stephen James
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271
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Oiwi Parker Jones
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246
2
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Unsupervised Image Representation Learning with Deep Latent Particles
International Conference on Machine Learning (ICML), 2022
Tal Daniel
Aviv Tamar
OCL
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255
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31 May 2022
Simple Unsupervised Object-Centric Learning for Complex and Naturalistic Videos
Neural Information Processing Systems (NeurIPS), 2022
Gautam Singh
Yi-Fu Wu
Sungjin Ahn
OCL
405
152
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27 May 2022
Learning What and Where: Disentangling Location and Identity Tracking Without Supervision
International Conference on Learning Representations (ICLR), 2022
Manuel Traub
S. Otte
Tobias Menge
Matthias Karlbauer
Jannik Thummel
Martin Volker Butz
397
22
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26 May 2022
Unsupervised Multi-object Segmentation Using Attention and Soft-argmax
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022
Bruno Sauvalle
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3DPC
283
12
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26 May 2022
Guess What Moves: Unsupervised Video and Image Segmentation by Anticipating Motion
British Machine Vision Conference (BMVC), 2022
Subhabrata Choudhury
Laurynas Karazija
Iro Laina
Andrea Vedaldi
Christian Rupprecht
OCL
VOS
357
46
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16 May 2022
Unsupervised Discovery and Composition of Object Light Fields
Cameron Smith
Hong-Xing Yu
Sergey Zakharov
F. Durand
J. Tenenbaum
Jiajun Wu
Vincent Sitzmann
OCL
206
30
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08 May 2022
Distilling Governing Laws and Source Input for Dynamical Systems from Videos
International Joint Conference on Artificial Intelligence (IJCAI), 2022
Lele Luan
Yang Liu
Hao Sun
PINN
111
6
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03 May 2022
Inductive Biases for Object-Centric Representations in the Presence of Complex Textures
Samuele Papa
Ole Winther
Andrea Dittadi
OCL
413
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18 Apr 2022
Joint Forecasting of Panoptic Segmentations with Difference Attention
Computer Vision and Pattern Recognition (CVPR), 2022
Colin Graber
Cyril Jazra
Wenjie Luo
Liangyan Gui
Alex Schwing
AI4TS
146
4
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14 Apr 2022
Test-time Adaptation with Slot-Centric Models
International Conference on Machine Learning (ICML), 2022
Mihir Prabhudesai
Anirudh Goyal
S. Paul
Sjoerd van Steenkiste
Mehdi S. M. Sajjadi
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Thomas Kipf
Deepak Pathak
Katerina Fragkiadaki
TTA
324
11
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21 Mar 2022
Neural Marionette: Unsupervised Learning of Motion Skeleton and Latent Dynamics from Volumetric Video
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Jinseok Bae
Hojun Jang
Cheol-Hui Min
H. Choi
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199
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17 Feb 2022
Feature Generation and Hypothesis Verification for Reliable Face Anti-Spoofing
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Shice Liu
Shitao Lu
Hongyi Xu
J. Yang
Shouhong Ding
Lizhuang Ma
AAML
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245
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30 Dec 2021
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Kaichun Mo
Yueqi Duan
Leonidas Guibas
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181
1
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Unsupervised Learning of Compositional Scene Representations from Multiple Unspecified Viewpoints
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Xiangyang Xue
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227
12
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Conditional Object-Centric Learning from Video
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Gamaleldin F. Elsayed
Aravindh Mahendran
Austin Stone
S. Sabour
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Alexey Dosovitskiy
Klaus Greff
OCL
357
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24 Nov 2021
Learning Object-Centric Representations of Multi-Object Scenes from Multiple Views
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Nanbo Li
Cian Eastwood
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OCL
282
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13 Nov 2021
Unsupervised Part Discovery from Contrastive Reconstruction
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Subhabrata Choudhury
Iro Laina
Christian Rupprecht
Andrea Vedaldi
OCL
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446
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11 Nov 2021
Object-Centric Representation Learning with Generative Spatial-Temporal Factorization
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Nanbo Li
Muhammad Ahmed Raza
Wenbin Hu
Zhaole Sun
Robert B. Fisher
OCL
170
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09 Nov 2021
Unsupervised Learning of Compositional Energy Concepts
Neural Information Processing Systems (NeurIPS), 2021
Yilun Du
Shuang Li
Yash Sharma
J. Tenenbaum
Igor Mordatch
CoGe
OCL
292
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04 Nov 2021
From Machine Learning to Robotics: Challenges and Opportunities for Embodied Intelligence
Nicholas Roy
Ingmar Posner
Timothy D. Barfoot
Philippe Beaudoin
Yoshua Bengio
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S. Schaal
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D. Thérien
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M. van de Panne
318
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Illiterate DALL-E Learns to Compose
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Fei Deng
Sungjin Ahn
CoGe
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393
165
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Unsupervised Object Learning via Common Fate
Matthias Tangemann
Steffen Schneider
Julius von Kügelgen
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Peter V. Gehler
Thomas Brox
Matthias Kümmerer
Matthias Bethge
Bernhard Schölkopf
OCL
238
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Unsupervised Image Decomposition with Phase-Correlation Networks
Angel Villar-Corrales
Sven Behnke
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305
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Octavia Camps
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248
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Is Attention Better Than Matrix Decomposition?
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Meng-Hao Guo
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286
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Generative Video Transformer: Can Objects be the Words?
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Jaesik Yoon
Sungjin Ahn
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268
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Reasoning-Modulated Representations
LOG IN (LOG IN), 2021
Petar Velivcković
Matko Bovsnjak
Thomas Kipf
Alexander Lerchner
R. Hadsell
Razvan Pascanu
Charles Blundell
OCL
OOD
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293
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Structured World Belief for Reinforcement Learning in POMDP
International Conference on Machine Learning (ICML), 2021
Gautam Singh
Skand Peri
Junghyun Kim
Hyunseok Kim
Sungjin Ahn
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204
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Unsupervised Discovery of Object Radiance Fields
International Conference on Learning Representations (ICLR), 2021
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Leonidas Guibas
Jiajun Wu
OCL
277
128
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Vishal Sharma
Yash Jain
Yitao Liang
Karen Ullrich
Parag Singla
115
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Generalization and Robustness Implications in Object-Centric Learning
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Samuele Papa
Michele De Vita
Bernhard Schölkopf
Ole Winther
Francesco Locatello
OCL
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304
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01 Jul 2021
Conjugate Energy-Based Models
International Conference on Machine Learning (ICML), 2021
Hao Wu
Babak Esmaeili
Michael L. Wick
Jean-Baptiste Tristan
Jan-Willem van de Meent
215
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NP-DRAW: A Non-Parametric Structured Latent Variable Model for Image Generation
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R. Urtasun
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Sanja Fidler
Renjie Liao
DiffM
123
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Uncovering Closed-form Governing Equations of Nonlinear Dynamics from Videos
Lele Luan
Yang Liu
Hao Sun
PINN
AI4CE
133
1
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Semantically Adversarial Scenario Generation with Explicit Knowledge Guidance
Wenhao Ding
Hao-ming Lin
Yue Liu
Ding Zhao
GAN
723
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08 Jun 2021
SIMONe: View-Invariant, Temporally-Abstracted Object Representations via Unsupervised Video Decomposition
Neural Information Processing Systems (NeurIPS), 2021
Rishabh Kabra
Daniel Zoran
Goker Erdogan
Loic Matthey
Antonia Creswell
M. Botvinick
Alexander Lerchner
Christopher P. Burgess
OCL
300
85
0
07 Jun 2021
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