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Sequential Attend, Infer, Repeat: Generative Modelling of Moving Objects
v1v2 (latest)

Sequential Attend, Infer, Repeat: Generative Modelling of Moving Objects

5 June 2018
Adam R. Kosiorek
Hyunjik Kim
Ingmar Posner
Yee Whye Teh
    BDL
ArXiv (abs)PDFHTML

Papers citing "Sequential Attend, Infer, Repeat: Generative Modelling of Moving Objects"

50 / 179 papers shown
Unsupervised Multi-object Segmentation by Predicting Probable Motion
  Patterns
Unsupervised Multi-object Segmentation by Predicting Probable Motion PatternsNeural Information Processing Systems (NeurIPS), 2022
Laurynas Karazija
Subhabrata Choudhury
Iro Laina
Christian Rupprecht
Andrea Vedaldi
OCL
348
24
0
21 Oct 2022
SlotFormer: Unsupervised Visual Dynamics Simulation with Object-Centric
  Models
SlotFormer: Unsupervised Visual Dynamics Simulation with Object-Centric ModelsInternational Conference on Learning Representations (ICLR), 2022
Ziyi Wu
Nikita Dvornik
Klaus Greff
Thomas Kipf
Animesh Garg
OCLBDL
367
117
0
12 Oct 2022
OGC: Unsupervised 3D Object Segmentation from Rigid Dynamics of Point
  Clouds
OGC: Unsupervised 3D Object Segmentation from Rigid Dynamics of Point CloudsNeural Information Processing Systems (NeurIPS), 2022
Ziyang Song
Bo Yang
3DPC
354
37
0
10 Oct 2022
Representing Spatial Trajectories as Distributions
Representing Spatial Trajectories as DistributionsNeural Information Processing Systems (NeurIPS), 2022
Dídac Surís
Carl Vondrick
226
6
0
04 Oct 2022
Motion-inductive Self-supervised Object Discovery in Videos
Motion-inductive Self-supervised Object Discovery in Videos
Shuangrui Ding
Weidi Xie
Yabo Chen
Rui Qian
Xiaopeng Zhang
H. Xiong
Q. Tian
VOS
227
20
0
01 Oct 2022
Bridging the Gap to Real-World Object-Centric Learning
Bridging the Gap to Real-World Object-Centric LearningInternational 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
197
0
29 Sep 2022
Compositional Law Parsing with Latent Random Functions
Compositional Law Parsing with Latent Random FunctionsInternational Conference on Learning Representations (ICLR), 2022
Fan Shi
Bin Li
Xiangyang Xue
CoGe
251
5
0
15 Sep 2022
Synthetic Data in Human Analysis: A Survey
Synthetic Data in Human Analysis: A SurveyIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Indu Joshi
Marcel Grimmer
Christian Rathgeb
Christoph Busch
Francois Bremond
A. Dantcheva
265
77
0
19 Aug 2022
Learning to Generalize with Object-centric Agents in the Open World
  Survival Game Crafter
Learning to Generalize with Object-centric Agents in the Open World Survival Game CrafterIEEE Transactions on Games (IEEE Trans. Games), 2022
Aleksandar Stanić
Yujin Tang
David R Ha
Jürgen Schmidhuber
ELM
255
15
0
05 Aug 2022
Neural Groundplans: Persistent Neural Scene Representations from a
  Single Image
Neural Groundplans: Persistent Neural Scene Representations from a Single ImageInternational Conference on Learning Representations (ICLR), 2022
Prafull Sharma
A. Tewari
Yilun Du
Sergey Zakharov
Rares Andrei Ambrus
Adrien Gaidon
William T. Freeman
F. Durand
J. Tenenbaum
Vincent Sitzmann
SSLOCL
239
18
0
22 Jul 2022
SAVi++: Towards End-to-End Object-Centric Learning from Real-World
  Videos
SAVi++: Towards End-to-End Object-Centric Learning from Real-World VideosNeural Information Processing Systems (NeurIPS), 2022
Gamaleldin F. Elsayed
Aravindh Mahendran
Sjoerd van Steenkiste
Klaus Greff
Michael C. Mozer
Thomas Kipf
VOSOCL
376
173
0
15 Jun 2022
Seeing the forest and the tree: Building representations of both
  individual and collective dynamics with transformers
Seeing the forest and the tree: Building representations of both individual and collective dynamics with transformersbioRxiv (bioRxiv), 2022
Ran Liu
Mehdi Azabou
M. Dabagia
Jingyun Xiao
Eva L. Dyer
AI4CE
233
26
0
10 Jun 2022
Patch-based Object-centric Transformers for Efficient Video Generation
Patch-based Object-centric Transformers for Efficient Video Generation
Wilson Yan
Ryogo Okumura
Stephen James
Pieter Abbeel
DiffMViT
271
6
0
08 Jun 2022
ObPose: Leveraging Pose for Object-Centric Scene Inference and
  Generation in 3D
ObPose: Leveraging Pose for Object-Centric Scene Inference and Generation in 3D
Yizhe Wu
Oiwi Parker Jones
Ingmar Posner
OCLBDL
246
2
0
07 Jun 2022
Unsupervised Image Representation Learning with Deep Latent Particles
Unsupervised Image Representation Learning with Deep Latent ParticlesInternational Conference on Machine Learning (ICML), 2022
Tal Daniel
Aviv Tamar
OCLSSL
255
17
0
31 May 2022
Simple Unsupervised Object-Centric Learning for Complex and Naturalistic
  Videos
Simple Unsupervised Object-Centric Learning for Complex and Naturalistic VideosNeural Information Processing Systems (NeurIPS), 2022
Gautam Singh
Yi-Fu Wu
Sungjin Ahn
OCL
405
152
0
27 May 2022
Learning What and Where: Disentangling Location and Identity Tracking
  Without Supervision
Learning What and Where: Disentangling Location and Identity Tracking Without SupervisionInternational Conference on Learning Representations (ICLR), 2022
Manuel Traub
S. Otte
Tobias Menge
Matthias Karlbauer
Jannik Thummel
Martin Volker Butz
397
22
0
26 May 2022
Unsupervised Multi-object Segmentation Using Attention and Soft-argmax
Unsupervised Multi-object Segmentation Using Attention and Soft-argmaxIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022
Bruno Sauvalle
A. de La Fortelle
3DPC
283
12
0
26 May 2022
Guess What Moves: Unsupervised Video and Image Segmentation by
  Anticipating Motion
Guess What Moves: Unsupervised Video and Image Segmentation by Anticipating MotionBritish Machine Vision Conference (BMVC), 2022
Subhabrata Choudhury
Laurynas Karazija
Iro Laina
Andrea Vedaldi
Christian Rupprecht
OCLVOS
357
46
0
16 May 2022
Unsupervised Discovery and Composition of Object Light Fields
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
0
08 May 2022
Distilling Governing Laws and Source Input for Dynamical Systems from
  Videos
Distilling Governing Laws and Source Input for Dynamical Systems from VideosInternational Joint Conference on Artificial Intelligence (IJCAI), 2022
Lele Luan
Yang Liu
Hao Sun
PINN
111
6
0
03 May 2022
Inductive Biases for Object-Centric Representations in the Presence of
  Complex Textures
Inductive Biases for Object-Centric Representations in the Presence of Complex Textures
Samuele Papa
Ole Winther
Andrea Dittadi
OCL
413
15
0
18 Apr 2022
Joint Forecasting of Panoptic Segmentations with Difference Attention
Joint Forecasting of Panoptic Segmentations with Difference AttentionComputer Vision and Pattern Recognition (CVPR), 2022
Colin Graber
Cyril Jazra
Wenjie Luo
Liangyan Gui
Alex Schwing
AI4TS
146
4
0
14 Apr 2022
Test-time Adaptation with Slot-Centric Models
Test-time Adaptation with Slot-Centric ModelsInternational Conference on Machine Learning (ICML), 2022
Mihir Prabhudesai
Anirudh Goyal
S. Paul
Sjoerd van Steenkiste
Mehdi S. M. Sajjadi
Gaurav Aggarwal
Thomas Kipf
Deepak Pathak
Katerina Fragkiadaki
TTA
324
11
0
21 Mar 2022
Neural Marionette: Unsupervised Learning of Motion Skeleton and Latent
  Dynamics from Volumetric Video
Neural Marionette: Unsupervised Learning of Motion Skeleton and Latent Dynamics from Volumetric VideoAAAI Conference on Artificial Intelligence (AAAI), 2022
Jinseok Bae
Hojun Jang
Cheol-Hui Min
H. Choi
Y. Kim
199
6
0
17 Feb 2022
Feature Generation and Hypothesis Verification for Reliable Face
  Anti-Spoofing
Feature Generation and Hypothesis Verification for Reliable Face Anti-SpoofingAAAI Conference on Artificial Intelligence (AAAI), 2021
Shice Liu
Shitao Lu
Hongyi Xu
J. Yang
Shouhong Ding
Lizhuang Ma
AAMLCVBM
245
43
0
30 Dec 2021
Object Pursuit: Building a Space of Objects via Discriminative Weight
  Generation
Object Pursuit: Building a Space of Objects via Discriminative Weight Generation
Chuanyu Pan
Yanchao Yang
Kaichun Mo
Yueqi Duan
Leonidas Guibas
OCL
181
1
0
15 Dec 2021
Unsupervised Learning of Compositional Scene Representations from
  Multiple Unspecified Viewpoints
Unsupervised Learning of Compositional Scene Representations from Multiple Unspecified Viewpoints
Jinyang Yuan
Bin Li
Xiangyang Xue
CoGeOCL
227
12
0
07 Dec 2021
Conditional Object-Centric Learning from Video
Conditional Object-Centric Learning from Video
Thomas Kipf
Gamaleldin F. Elsayed
Aravindh Mahendran
Austin Stone
S. Sabour
G. Heigold
Rico Jonschkowski
Alexey Dosovitskiy
Klaus Greff
OCL
357
263
0
24 Nov 2021
Learning Object-Centric Representations of Multi-Object Scenes from
  Multiple Views
Learning Object-Centric Representations of Multi-Object Scenes from Multiple ViewsNeural Information Processing Systems (NeurIPS), 2021
Nanbo Li
Cian Eastwood
Robert B. Fisher
OCL
282
60
0
13 Nov 2021
Unsupervised Part Discovery from Contrastive Reconstruction
Unsupervised Part Discovery from Contrastive ReconstructionNeural Information Processing Systems (NeurIPS), 2021
Subhabrata Choudhury
Iro Laina
Christian Rupprecht
Andrea Vedaldi
OCLSSL
446
71
0
11 Nov 2021
Object-Centric Representation Learning with Generative Spatial-Temporal
  Factorization
Object-Centric Representation Learning with Generative Spatial-Temporal FactorizationNeural Information Processing Systems (NeurIPS), 2021
Nanbo Li
Muhammad Ahmed Raza
Wenbin Hu
Zhaole Sun
Robert B. Fisher
OCL
170
15
0
09 Nov 2021
Unsupervised Learning of Compositional Energy Concepts
Unsupervised Learning of Compositional Energy ConceptsNeural Information Processing Systems (NeurIPS), 2021
Yilun Du
Shuang Li
Yash Sharma
J. Tenenbaum
Igor Mordatch
CoGeOCL
292
84
0
04 Nov 2021
From Machine Learning to Robotics: Challenges and Opportunities for
  Embodied Intelligence
From Machine Learning to Robotics: Challenges and Opportunities for Embodied Intelligence
Nicholas Roy
Ingmar Posner
Timothy D. Barfoot
Philippe Beaudoin
Yoshua Bengio
...
S. Schaal
Gaurav Sukhatme
D. Thérien
Marc Toussaint
M. van de Panne
318
84
0
28 Oct 2021
Illiterate DALL-E Learns to Compose
Illiterate DALL-E Learns to Compose
Gautam Singh
Fei Deng
Sungjin Ahn
CoGeOCL
393
165
0
17 Oct 2021
Unsupervised Object Learning via Common Fate
Unsupervised Object Learning via Common Fate
Matthias Tangemann
Steffen Schneider
Julius von Kügelgen
Francesco Locatello
Peter V. Gehler
Thomas Brox
Matthias Kümmerer
Matthias Bethge
Bernhard Schölkopf
OCL
238
27
0
13 Oct 2021
Unsupervised Image Decomposition with Phase-Correlation Networks
Unsupervised Image Decomposition with Phase-Correlation Networks
Angel Villar-Corrales
Sven Behnke
OCL
305
5
0
07 Oct 2021
Self-Supervised Decomposition, Disentanglement and Prediction of Video
  Sequences while Interpreting Dynamics: A Koopman Perspective
Self-Supervised Decomposition, Disentanglement and Prediction of Video Sequences while Interpreting Dynamics: A Koopman Perspective
Armand Comas Massague
S. Ghimire
Haolin Li
Octavia Camps
Mario Sznaier
248
6
0
01 Oct 2021
Is Attention Better Than Matrix Decomposition?
Is Attention Better Than Matrix Decomposition?International Conference on Learning Representations (ICLR), 2021
Zhengyang Geng
Meng-Hao Guo
Hongxu Chen
Xia Li
Ke Wei
Zhouchen Lin
286
166
0
09 Sep 2021
Generative Video Transformer: Can Objects be the Words?
Generative Video Transformer: Can Objects be the Words?International Conference on Machine Learning (ICML), 2021
Yi-Fu Wu
Jaesik Yoon
Sungjin Ahn
ViT
268
34
0
20 Jul 2021
Reasoning-Modulated Representations
Reasoning-Modulated RepresentationsLOG IN (LOG IN), 2021
Petar Velivcković
Matko Bovsnjak
Thomas Kipf
Alexander Lerchner
R. Hadsell
Razvan Pascanu
Charles Blundell
OCLOODSSL
293
16
0
19 Jul 2021
Structured World Belief for Reinforcement Learning in POMDP
Structured World Belief for Reinforcement Learning in POMDPInternational Conference on Machine Learning (ICML), 2021
Gautam Singh
Skand Peri
Junghyun Kim
Hyunseok Kim
Sungjin Ahn
OCL
204
33
0
19 Jul 2021
Unsupervised Discovery of Object Radiance Fields
Unsupervised Discovery of Object Radiance FieldsInternational Conference on Learning Representations (ICLR), 2021
Hong-Xing Yu
Leonidas Guibas
Jiajun Wu
OCL
277
128
0
16 Jul 2021
Towards an Interpretable Latent Space in Structured Models for Video
  Prediction
Towards an Interpretable Latent Space in Structured Models for Video Prediction
Rushil Gupta
Vishal Sharma
Yash Jain
Yitao Liang
Karen Ullrich
Parag Singla
115
1
0
16 Jul 2021
Generalization and Robustness Implications in Object-Centric Learning
Generalization and Robustness Implications in Object-Centric Learning
Andrea Dittadi
Samuele Papa
Michele De Vita
Bernhard Schölkopf
Ole Winther
Francesco Locatello
OCLOOD
304
83
0
01 Jul 2021
Conjugate Energy-Based Models
Conjugate Energy-Based ModelsInternational Conference on Machine Learning (ICML), 2021
Hao Wu
Babak Esmaeili
Michael L. Wick
Jean-Baptiste Tristan
Jan-Willem van de Meent
215
2
0
25 Jun 2021
NP-DRAW: A Non-Parametric Structured Latent Variable Model for Image
  Generation
NP-DRAW: A Non-Parametric Structured Latent Variable Model for Image Generation
Xiaohui Zeng
R. Urtasun
R. Zemel
Sanja Fidler
Renjie Liao
DiffM
123
2
0
25 Jun 2021
Uncovering Closed-form Governing Equations of Nonlinear Dynamics from
  Videos
Uncovering Closed-form Governing Equations of Nonlinear Dynamics from Videos
Lele Luan
Yang Liu
Hao Sun
PINNAI4CE
133
1
0
09 Jun 2021
Semantically Adversarial Scenario Generation with Explicit Knowledge
  Guidance
Semantically Adversarial Scenario Generation with Explicit Knowledge Guidance
Wenhao Ding
Hao-ming Lin
Yue Liu
Ding Zhao
GAN
723
1
0
08 Jun 2021
SIMONe: View-Invariant, Temporally-Abstracted Object Representations via
  Unsupervised Video Decomposition
SIMONe: View-Invariant, Temporally-Abstracted Object Representations via Unsupervised Video DecompositionNeural 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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