Multi-Object Representation Learning with Iterative Variational Inference

1 March 2019

Klaus Greff

Raphael Lopez Kaufman

Rishabh Kabra

Nicholas Watters

Christopher P. Burgess

Papers citing "Multi-Object Representation Learning with Iterative Variational Inference"

50 / 353 papers shown

Title
GENESIS-V2: Inferring Unordered Object Representations without Iterative Refinement Martin Engelcke Oiwi Parker Jones Ingmar Posner OCL 37 115 0 20 Apr 2021
Self-supervised Video Object Segmentation by Motion Grouping Charig Yang Hala Lamdouar Erika Lu Andrew Zisserman Weidi Xie VOS OCL 30 157 0 15 Apr 2021
Jointly Learning Truth-Conditional Denotations and Groundings using Parallel Attention Leon Bergen Dzmitry Bahdanau Timothy J. O'Donnell FedML 20 1 0 14 Apr 2021
GATSBI: Generative Agent-centric Spatio-temporal Object Interaction Cheol-Hui Min Jinseok Bae Junho Lee Y. Kim 19 7 0 09 Apr 2021
Track, Check, Repeat: An EM Approach to Unsupervised Tracking Adam W. Harley Yiming Zuo Jing Wen Ayush Mangal Shubhankar Potdar Ritwick Chaudhry Katerina Fragkiadaki 28 9 0 07 Apr 2021
Decomposing 3D Scenes into Objects via Unsupervised Volume Segmentation Karl Stelzner Kristian Kersting Adam R. Kosiorek 38 107 0 02 Apr 2021
Learning Foreground-Background Segmentation from Improved Layered GANs Yu Yang Hakan Bilen Qiran Zou Wing Yin Cheung Xian-Wei Ji GAN SSeg 18 14 0 01 Apr 2021
SetVAE: Learning Hierarchical Composition for Generative Modeling of Set-Structured Data Jinwoo Kim Jaehoon Yoo Juho Lee Seunghoon Hong BDL DRL 3DPC 35 79 0 29 Mar 2021
Knowledge-Guided Object Discovery with Acquired Deep Impressions Jinyang Yuan Bin Li Xiangyang Xue OCL 35 6 0 19 Mar 2021
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning Yunbo Wang Haixu Wu Jianjin Zhang Zhifeng Gao Jianmin Wang Philip S. Yu Mingsheng Long 28 380 0 17 Mar 2021
A Whole Brain Probabilistic Generative Model: Toward Realizing Cognitive Architectures for Developmental Robots T. Taniguchi Hiroshi Yamakawa Takayuki Nagai Kenji Doya M. Sakagami Masahiro Suzuki Tomoaki Nakamura Akira Taniguchi 28 23 0 15 Mar 2021
Unknown Object Segmentation from Stereo Images M. Durner W. Boerdijk M. Sundermeyer W. Friedl Zoltán-Csaba Márton Rudolph Triebel 34 34 0 11 Mar 2021
Variable-rate discrete representation learning Sander Dieleman C. Nash Jesse Engel Karen Simonyan BDL DRL 32 23 0 10 Mar 2021
Self-Supervision by Prediction for Object Discovery in Videos Beril Besbinar P. Frossard SSL 31 7 0 09 Mar 2021
Unsupervised Object-Based Transition Models for 3D Partially Observable Environments Antonia Creswell Rishabh Kabra Christopher P. Burgess Murray Shanahan OCL 30 29 0 08 Mar 2021
DMotion: Robotic Visuomotor Control with Unsupervised Forward Model Learned from Videos Haoqi Yuan Ruihai Wu Andrew Zhao Hanwang Zhang Zihan Ding Hao Dong 19 3 0 07 Mar 2021
Greedy Hierarchical Variational Autoencoders for Large-Scale Video Prediction Bohan Wu Suraj Nair Roberto Martin-Martin Li Fei-Fei Chelsea Finn DRL 27 99 0 06 Mar 2021
Neural Production Systems: Learning Rule-Governed Visual Dynamics Anirudh Goyal Aniket Didolkar Nan Rosemary Ke Charles Blundell Philippe Beaudoin N. Heess Michael C. Mozer Yoshua Bengio OCL 50 82 0 02 Mar 2021
Generative Adversarial Transformers Drew A. Hudson C. L. Zitnick ViT 25 179 0 01 Mar 2021
Learning Proposals for Probabilistic Programs with Inference Combinators Sam Stites Heiko Zimmermann Hao Wu Eli Sennesh Jan-Willem van de Meent NAI 17 14 0 01 Mar 2021
HALMA: Humanlike Abstraction Learning Meets Affordance in Rapid Problem Solving Sirui Xie Xiaojian Ma Peiyu Yu Yixin Zhu Ying Nian Wu Song-Chun Zhu 42 20 0 22 Feb 2021
Towards Causal Representation Learning Bernhard Schölkopf Francesco Locatello Stefan Bauer Nan Rosemary Ke Nal Kalchbrenner Anirudh Goyal Yoshua Bengio OOD CML AI4CE 43 318 0 22 Feb 2021
Towards Building A Group-based Unsupervised Representation Disentanglement Framework Tao Yang Xuanchi Ren Yuwang Wang W. Zeng Nanning Zheng CoGe DRL 24 27 0 20 Feb 2021
Multi-Task Reinforcement Learning with Context-based Representations Shagun Sodhani Amy Zhang Joelle Pineau 32 182 0 11 Feb 2021
Inducing Meaningful Units from Character Sequences with Dynamic Capacity Slot Attention Melika Behjati James Henderson OCL 26 1 0 01 Feb 2021
Understanding in Artificial Intelligence S. Maetschke D. M. Iraola Pieter Barnard Elaheh Shafieibavani Peter Zhong Ying Xu Antonio Jimeno Yepes ELM VLM 24 0 0 17 Jan 2021
Evaluating Disentanglement of Structured Representations Raphaël Dang-Nhu OCL 26 5 0 11 Jan 2021
Language-Mediated, Object-Centric Representation Learning Ruocheng Wang Jiayuan Mao S. Gershman Jiajun Wu 16 12 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 33 12 0 28 Dec 2020
Attention over learned object embeddings enables complex visual reasoning David Ding Felix Hill Adam Santoro Malcolm Reynolds M. Botvinick OCL 22 69 0 15 Dec 2020
On the Binding Problem in Artificial Neural Networks Klaus Greff Sjoerd van Steenkiste Jürgen Schmidhuber OCL 233 255 0 09 Dec 2020
Inductive Biases for Deep Learning of Higher-Level Cognition Anirudh Goyal Yoshua Bengio AI4CE 18 347 0 30 Nov 2020
Self-supervised Visual Reinforcement Learning with Object-centric Representations Andrii Zadaianchuk Maximilian Seitzer Georg Martius SSL OCL 27 41 0 29 Nov 2020
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
Unsupervised Object Keypoint Learning using Local Spatial Predictability Anand Gopalakrishnan Sjoerd van Steenkiste Jürgen Schmidhuber SSL 31 21 0 25 Nov 2020
CellSegmenter: unsupervised representation learning and instance segmentation of modular images L. DÁlessio M. Babadi 6 1 0 25 Nov 2020
GIRAFFE: Representing Scenes as Compositional Generative Neural Feature Fields Michael Niemeyer Andreas Geiger OCL 86 954 0 24 Nov 2020
Learning Object-Centric Video Models by Contrasting Sets Sindy Löwe Klaus Greff Rico Jonschkowski Alexey Dosovitskiy Thomas Kipf SSL OCL 14 24 0 20 Nov 2020
Refactoring Policy for Compositional Generalizability using Self-Supervised Object Proposals Tongzhou Mu Jiayuan Gu Zhiwei Jia Hao Tang Hao Su 27 13 0 26 Oct 2020
Generative Neurosymbolic Machines Jindong Jiang Sungjin Ahn BDL OCL 225 68 0 23 Oct 2020
Iterative Amortized Policy Optimization Joseph Marino Alexandre Piché Alessandro Davide Ialongo Yisong Yue OffRL 63 21 0 20 Oct 2020
Neural Function Modules with Sparse Arguments: A Dynamic Approach to Integrating Information across Layers Alex Lamb Anirudh Goyal A. Slowik Michael C. Mozer Philippe Beaudoin Yoshua Bengio 11 3 0 15 Oct 2020
Weakly Supervised Learning of Multi-Object 3D Scene Decompositions Using Deep Shape Priors Cathrin Elich Martin R. Oswald Marc Pollefeys Joerg Stueckler OCL 3DPC 3DV 14 12 0 08 Oct 2020
Hierarchical Relational Inference Aleksandar Stanić Sjoerd van Steenkiste Jürgen Schmidhuber OCL 32 15 0 07 Oct 2020
Improving Generative Imagination in Object-Centric World Models Zhixuan Lin Yi-Fu Wu Skand Peri Bofeng Fu Jindong Jiang Sungjin Ahn OCL 27 80 0 05 Oct 2020
Discovering Dynamic Salient Regions for Spatio-Temporal Graph Neural Networks Iulia Duta Andrei Liviu Nicolicioiu Marius Leordeanu 26 6 0 17 Sep 2020
Unsupervised Discovery of 3D Physical Objects from Video Yilun Du Kevin A. Smith Tomer Ulman J. Tenenbaum Jiajun Wu OCL 118 38 0 24 Jul 2020
MIXÉM: Unsupervised Image Classification using a Mixture of Embeddings Ali Varamesh Tinne Tuytelaars VLM 27 4 0 18 Jul 2020
Slot Contrastive Networks: A Contrastive Approach for Representing Objects Evan Racah Sarath Chandar OCL DRL 21 14 0 18 Jul 2020
AlignNet: Unsupervised Entity Alignment Antonia Creswell Kyriacos Nikiforou Oriol Vinyals Andre Saraiva Rishabh Kabra ... Christopher P. Burgess Malcolm Reynolds Richard Tanburn M. Garnelo Murray Shanahan VOS 3DPC OCL 12 14 0 17 Jul 2020