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
Disentangling Domain and Content Dan-Andrei Iliescu A. Mikhailiuk Damon J. Wischik Rafał K. Mantiuk DRL 12 0 0 15 Feb 2022
Abstraction for Deep Reinforcement Learning Murray Shanahan Melanie Mitchell OffRL 35 28 0 10 Feb 2022
VAEL: Bridging Variational Autoencoders and Probabilistic Logic Programming Eleonora Misino G. Marra Emanuele Sansone 24 21 0 07 Feb 2022
Compositional Multi-Object Reinforcement Learning with Linear Relation Networks Davide Mambelli Frederik Trauble Stefan Bauer Bernhard Schölkopf Francesco Locatello OCL 33 17 0 31 Jan 2022
Adversarial Masking for Self-Supervised Learning Yuge Shi N. Siddharth Philip Torr Adam R. Kosiorek SSL 59 83 0 31 Jan 2022
Object Pursuit: Building a Space of Objects via Discriminative Weight Generation Chuanyu Pan Yanchao Yang Kaichun Mo Yueqi Duan Leonidas J. Guibas OCL 23 1 0 15 Dec 2021
Unsupervised Learning of Compositional Scene Representations from Multiple Unspecified Viewpoints Jinyang Yuan Bin Li Xiangyang Xue CoGe OCL 17 11 0 07 Dec 2021
Interactive Disentanglement: Learning Concepts by Interacting with their Prototype Representations Wolfgang Stammer Marius Memmel P. Schramowski Kristian Kersting 93 26 0 04 Dec 2021
SemanticStyleGAN: Learning Compositional Generative Priors for Controllable Image Synthesis and Editing Yichun Shi Xiao Yang Yangyue Wan Xiaohui Shen GAN 151 83 0 04 Dec 2021
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 41 214 0 24 Nov 2021
Multiset-Equivariant Set Prediction with Approximate Implicit Differentiation Yan Zhang David W. Zhang Simon Lacoste-Julien Gertjan J. Burghouts Cees G. M. Snoek BDL 43 21 0 23 Nov 2021
ClevrTex: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation Laurynas Karazija Iro Laina Christian Rupprecht 3DV VOS 47 84 0 19 Nov 2021
Compositional Transformers for Scene Generation Drew A. Hudson C. L. Zitnick ViT 34 34 0 17 Nov 2021
Learning Object-Centric Representations of Multi-Object Scenes from Multiple Views Nanbo Li Cian Eastwood Robert B. Fisher OCL 27 53 0 13 Nov 2021
Unsupervised Part Discovery from Contrastive Reconstruction Subhabrata Choudhury Iro Laina Christian Rupprecht Andrea Vedaldi OCL SSL 188 62 0 11 Nov 2021
Object-Centric Representation Learning with Generative Spatial-Temporal Factorization Nanbo Li Muhammad Ahmed Raza Wenbin Hu Zhaole Sun Robert B. Fisher OCL 29 14 0 09 Nov 2021
Unsupervised Learning of Compositional Energy Concepts Yilun Du Shuang Li Yash Sharma J. Tenenbaum Igor Mordatch CoGe OCL 30 76 0 04 Nov 2021
Polyline Generative Navigable Space Segmentation for Autonomous Visual Navigation Zheng Chen Zhengming Ding David J. Crandall Lantao Liu 20 3 0 29 Oct 2021
Unsupervised Foreground Extraction via Deep Region Competition Peiyu Yu Sirui Xie Xiaojian Ma Yixin Zhu Ying Nian Wu Song-Chun Zhu OCL 34 42 0 29 Oct 2021
From Machine Learning to Robotics: Challenges and Opportunities for Embodied Intelligence Nicholas Roy Ingmar Posner T. Barfoot Philippe Beaudoin Yoshua Bengio ... S. Schaal Gaurav Sukhatme D. Thérien Marc Toussaint M. van de Panne 33 54 0 28 Oct 2021
Illiterate DALL-E Learns to Compose Gautam Singh Fei Deng Sungjin Ahn CoGe OCL 27 133 0 17 Oct 2021
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 36 23 0 13 Oct 2021
Recurrent Attention Models with Object-centric Capsule Representation for Multi-object Recognition Hossein Adeli Seoyoung Ahn G. Zelinsky OCL 23 3 0 11 Oct 2021
Boxhead: A Dataset for Learning Hierarchical Representations Yukun Chen Andrea Dittadi Frederik Trauble Stefan Bauer Bernhard Schölkopf CML 99 2 0 07 Oct 2021
Unsupervised Image Decomposition with Phase-Correlation Networks Angel Villar-Corrales Sven Behnke OCL 35 4 0 07 Oct 2021
SLASH: Embracing Probabilistic Circuits into Neural Answer Set Programming Arseny Skryagin Wolfgang Stammer Daniel Ochs Devendra Singh Dhami Kristian Kersting NAI 33 6 0 07 Oct 2021
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 32 2 0 01 Oct 2021
Localizing Objects with Self-Supervised Transformers and no Labels Oriane Siméoni Gilles Puy Huy V. Vo Simon Roburin Spyros Gidaris Andrei Bursuc P. Pérez Renaud Marlet Jean Ponce ViT 180 196 0 29 Sep 2021
Self-supervised Reinforcement Learning with Independently Controllable Subgoals Andrii Zadaianchuk Georg Martius Fanny Yang SSL 69 16 0 09 Sep 2021
Capturing the objects of vision with neural networks B. Peters N. Kriegeskorte OCL 33 56 0 07 Sep 2021
InSeGAN: A Generative Approach to Segmenting Identical Instances in Depth Images A. Cherian Goncalo Dias Pais Siddarth Jain Tim K. Marks Alan Sullivan GAN 29 1 0 31 Aug 2021
The Impact of Negative Sampling on Contrastive Structured World Models Ondrej Biza Elise van der Pol Thomas Kipf DRL OffRL 11 2 0 24 Jul 2021
Generative Video Transformer: Can Objects be the Words? Yi-Fu Wu Jaesik Yoon Sungjin Ahn ViT 32 34 0 20 Jul 2021
Structured World Belief for Reinforcement Learning in POMDP Gautam Singh Skand Peri Junghyun Kim Hyunseok Kim Sungjin Ahn OCL 27 27 0 19 Jul 2021
Unsupervised Discovery of Object Radiance Fields Hong-Xing Yu Leonidas J. Guibas Jiajun Wu OCL 27 122 0 16 Jul 2021
Hybrid Memoised Wake-Sleep: Approximate Inference at the Discrete-Continuous Interface T. Le K. M. Collins Luke B. Hewitt Kevin Ellis N. Siddharth S. Gershman J. Tenenbaum 122 5 0 04 Jul 2021
Generalization and Robustness Implications in Object-Centric Learning Andrea Dittadi Samuele Papa Michele De Vita Bernhard Schölkopf Ole Winther Francesco Locatello OCL OOD 27 74 0 01 Jul 2021
Grounding Spatio-Temporal Language with Transformers Tristan Karch Laetitia Teodorescu Katja Hofmann Clément Moulin-Frier Pierre-Yves Oudeyer LM&Ro 22 11 0 16 Jun 2021
PatchNet: Unsupervised Object Discovery based on Patch Embedding H. Moon Heng Hao Sima Didari J. Woo P. Bangert SSL 22 3 0 16 Jun 2021
Large-Scale Unsupervised Object Discovery Huy V. Vo Elena Sizikova Cordelia Schmid P. Pérez Jean Ponce ObjD 26 54 0 12 Jun 2021
Group Equivariant Subsampling Jin Xu Hyunjik Kim Tom Rainforth Yee Whye Teh 26 21 0 10 Jun 2021
Spatially Invariant Unsupervised 3D Object-Centric Learning and Scene Decomposition Tianyu Wang Miaomiao Liu K. S. Ng 3DPC OCL 42 2 0 10 Jun 2021
Pretrained Encoders are All You Need Mina Khan P. Srivatsa Advait Rane Shriram Chenniappa Rishabh Anand Sherjil Ozair Pattie Maes SSL VLM 25 6 0 09 Jun 2021
SIMONe: View-Invariant, Temporally-Abstracted Object Representations via Unsupervised Video Decomposition Rishabh Kabra Daniel Zoran Goker Erdogan Loic Matthey Antonia Creswell M. Botvinick Alexander Lerchner Christopher P. Burgess OCL 52 77 0 07 Jun 2021
Efficient Iterative Amortized Inference for Learning Symmetric and Disentangled Multi-Object Representations Patrick Emami Pan He Sanjay Ranka Anand Rangarajan OCL 13 44 0 07 Jun 2021
Local Disentanglement in Variational Auto-Encoders Using Jacobian $L_1$ Regularization Travers Rhodes Daniel D. Lee DRL 19 15 0 05 Jun 2021
GMAIR: Unsupervised Object Detection Based on Spatial Attention and Gaussian Mixture Weijin Zhu Yao Shen Linfeng Yu Lizeth Patricia Aguirre Sanchez 33 3 0 03 Jun 2021
APEX: Unsupervised, Object-Centric Scene Segmentation and Tracking for Robot Manipulation Yizhe Wu Oiwi Parker Jones Martin Engelcke Ingmar Posner 3DPC 25 20 0 31 May 2021
Unsupervised Layered Image Decomposition into Object Prototypes Tom Monnier Elliot Vincent Jean Ponce Mathieu Aubry OCL 16 53 0 29 Apr 2021
Learning to Better Segment Objects from Unseen Classes with Unlabeled Videos Yuming Du Yanghua Xiao Vincent Lepetit 33 8 0 25 Apr 2021