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
Differentiable Mathematical Programming for Object-Centric Representation Learning Adeel Pervez Phillip Lippe E. Gavves OCL 44 5 0 05 Oct 2022
Motion-inductive Self-supervised Object Discovery in Videos Shuangrui Ding Weidi Xie Yabo Chen Rui Qian Xiaopeng Zhang H. Xiong Q. Tian VOS 16 18 0 01 Oct 2022
Bridging the Gap to Real-World Object-Centric Learning Maximilian Seitzer Max Horn Andrii Zadaianchuk Dominik Zietlow Tianjun Xiao ... Tong He Zheng-Wei Zhang Bernhard Schölkopf Thomas Brox Francesco Locatello OCL 45 140 0 29 Sep 2022
Sample, Crop, Track: Self-Supervised Mobile 3D Object Detection for Urban Driving LiDAR Sangyun Shin Stuart Golodetz M. Vankadari Kaichen Zhou Andrew Markham Niki Trigoni 3DPC 67 3 0 21 Sep 2022
A Simple and Powerful Global Optimization for Unsupervised Video Object Segmentation Georgy Ponimatkin Nermin Samet Yanghua Xiao Yuming Du Renaud Marlet Vincent Lepetit VOS 74 20 0 19 Sep 2022
Compositional Law Parsing with Latent Random Functions Fan Shi Bin Li Xiangyang Xue CoGe 21 4 0 15 Sep 2022
Object-based active inference R. S. V. Bergen Pablo Lanillos OCL AI4CE 34 5 0 02 Sep 2022
Learning to Generalize with Object-centric Agents in the Open World Survival Game Crafter Aleksandar Stanić Yujin Tang David R Ha Jürgen Schmidhuber ELM 29 13 0 05 Aug 2022
Neural Groundplans: Persistent Neural Scene Representations from a Single Image Prafull Sharma A. Tewari Yilun Du Sergey Zakharov Rares Andrei Ambrus Adrien Gaidon William T. Freeman F. Durand J. Tenenbaum Vincent Sitzmann SSL OCL 24 16 0 22 Jul 2022
Is an Object-Centric Video Representation Beneficial for Transfer? Chuhan Zhang Ankush Gupta Andrew Zisserman ViT 37 27 0 20 Jul 2022
Unsupervised Semantic Segmentation with Self-supervised Object-centric Representations Andrii Zadaianchuk Matthaeus Kleindessner Yi Zhu Francesco Locatello Thomas Brox 32 49 0 11 Jul 2022
Segmenting Moving Objects via an Object-Centric Layered Representation Jun Xie Weidi Xie Andrew Zisserman VOS OCL 28 47 0 05 Jul 2022
Image Amodal Completion: A Survey Jiayang Ao Qiuhong Ke Krista A. Ehinger 43 16 0 05 Jul 2022
Object Representations as Fixed Points: Training Iterative Refinement Algorithms with Implicit Differentiation Michael Chang Thomas Griffiths Sergey Levine OCL 69 58 0 02 Jul 2022
Temporal Attention Unit: Towards Efficient Spatiotemporal Predictive Learning Cheng Tan Zhangyang Gao Lirong Wu Yongjie Xu Jun Xia Siyuan Li Stan Z. Li 46 107 0 24 Jun 2022
Conditional Permutation Invariant Flows Berend Zwartsenberg Adam Scibior Matthew Niedoba Vasileios Lioutas Yunpeng Liu Justice Sefas Setareh Dabiri J. Lavington Trevor Campbell Frank Wood 17 8 0 17 Jun 2022
TUSK: Task-Agnostic Unsupervised Keypoints Yuhe Jin Weiwei Sun J. Hosang Eduard Trulls K. M. Yi 19 5 0 16 Jun 2022
SAVi++: Towards End-to-End Object-Centric Learning from Real-World Videos Gamaleldin F. Elsayed Aravindh Mahendran Sjoerd van Steenkiste Klaus Greff Michael C. Mozer Thomas Kipf VOS OCL 58 138 0 15 Jun 2022
Object Scene Representation Transformer Mehdi S. M. Sajjadi Daniel Duckworth Aravindh Mahendran Sjoerd van Steenkiste Filip Pavetić Mario Luvcić Leonidas J. Guibas Klaus Greff Thomas Kipf ViT OCL 33 91 0 14 Jun 2022
Compositional Mixture Representations for Vision and Text Stephan Alaniz Marco Federici Zeynep Akata CoGe OCL VLM 25 2 0 13 Jun 2022
Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation Wouter Van Gansbeke Simon Vandenhende Luc Van Gool 44 55 0 13 Jun 2022
Beyond RGB: Scene-Property Synthesis with Neural Radiance Fields Mingtong Zhang Shuhong Zheng Zhipeng Bao M. Hebert Yu-xiong Wang 27 12 0 09 Jun 2022
Patch-based Object-centric Transformers for Efficient Video Generation Wilson Yan Ryogo Okumura Stephen James Pieter Abbeel DiffM ViT 31 6 0 08 Jun 2022
ObPose: Leveraging Pose for Object-Centric Scene Inference and Generation in 3D Yizhe Wu Oiwi Parker Jones Ingmar Posner OCL BDL 18 2 0 07 Jun 2022
Towards Improving the Generation Quality of Autoregressive Slot VAEs Patrick Emami Pan He Sanjay Ranka Anand Rangarajan OCL 38 1 0 03 Jun 2022
Unsupervised Image Representation Learning with Deep Latent Particles Tal Daniel Aviv Tamar OCL SSL 19 9 0 31 May 2022
Self-Supervised Visual Representation Learning with Semantic Grouping Xin Wen Bingchen Zhao Anlin Zheng Xinming Zhang Xiaojuan Qi SSL 119 71 0 30 May 2022
Simple Unsupervised Object-Centric Learning for Complex and Naturalistic Videos Gautam Singh Yi-Fu Wu Sungjin Ahn OCL 48 115 0 27 May 2022
Iso-Dream: Isolating and Leveraging Noncontrollable Visual Dynamics in World Models Minting Pan Xiangming Zhu Yunbo Wang Xiaokang Yang 26 39 0 27 May 2022
Learning What and Where: Disentangling Location and Identity Tracking Without Supervision Manuel Traub S. Otte Tobias Menge Matthias Karlbauer Jannik Thummel Martin Volker Butz 34 20 0 26 May 2022
Unsupervised Multi-object Segmentation Using Attention and Soft-argmax Bruno Sauvalle A. de La Fortelle 3DPC 54 12 0 26 May 2022
Thalamus: a brain-inspired algorithm for biologically-plausible continual learning and disentangled representations Ali Hummos CLL 14 11 0 24 May 2022
Visual Concepts Tokenization Tao Yang Yuwang Wang Yan Lu Nanning Zheng OCL ViT 46 12 0 20 May 2022
Unsupervised Segmentation in Real-World Images via Spelke Object Inference Honglin Chen R. Venkatesh Yoni Friedman Jiajun Wu J. Tenenbaum Daniel L. K. Yamins Daniel M. Bear OCL 150 29 0 17 May 2022
Guess What Moves: Unsupervised Video and Image Segmentation by Anticipating Motion Subhabrata Choudhury Laurynas Karazija Iro Laina Andrea Vedaldi Christian Rupprecht OCL VOS 108 39 0 16 May 2022
Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization Luke Melas-Kyriazi Christian Rupprecht Iro Laina Andrea Vedaldi 35 160 0 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 22 29 0 08 May 2022
RelViT: Concept-guided Vision Transformer for Visual Relational Reasoning Xiaojian Ma Weili Nie Zhiding Yu Huaizu Jiang Chaowei Xiao Yuke Zhu Song-Chun Zhu Anima Anandkumar ViT LRM 30 19 0 24 Apr 2022
Inductive Biases for Object-Centric Representations in the Presence of Complex Textures Samuele Papa Ole Winther Andrea Dittadi OCL 18 14 0 18 Apr 2022
Learning Compositional Representations for Effective Low-Shot Generalization Samarth Mishra Pengkai Zhu Venkatesh Saligrama OCL 27 3 0 17 Apr 2022
Complex-Valued Autoencoders for Object Discovery Sindy Löwe Phillip Lippe Maja R. Rudolph Max Welling BDL OCL 24 37 0 05 Apr 2022
Unsupervised Learning of Temporal Abstractions with Slot-based Transformers Anand Gopalakrishnan Kazuki Irie Jürgen Schmidhuber Sjoerd van Steenkiste OffRL 26 16 0 25 Mar 2022
Test-time Adaptation with Slot-Centric Models Mihir Prabhudesai Anirudh Goyal S. Paul Sjoerd van Steenkiste Mehdi S. M. Sajjadi Gaurav Aggarwal Thomas Kipf Deepak Pathak Katerina Fragkiadaki TTA 26 9 0 21 Mar 2022
Disentangling Patterns and Transformations from One Sequence of Images with Shape-invariant Lie Group Transformer Takumi Takada Wataru Shimaya Y. Ohmura Y. Kuniyoshi ViT 11 2 0 21 Mar 2022
Discovering Objects that Can Move Zhipeng Bao P. Tokmakov Allan Jabri Yu-xiong Wang Adrien Gaidon M. Hebert OCL 31 43 0 18 Mar 2022
Object discovery and representation networks Olivier J. Hénaff Skanda Koppula Evan Shelhamer Daniel Zoran Andrew Jaegle Andrew Zisserman João Carreira Relja Arandjelović 44 87 0 16 Mar 2022
Towards Self-Supervised Learning of Global and Object-Centric Representations Federico Baldassarre Hossein Azizpour SSL 3DPC OCL 46 13 0 11 Mar 2022
Kubric: A scalable dataset generator Klaus Greff Francois Belletti Lucas Beyer Carl Doersch Yilun Du ... Ziyu Wang Tianhao Wu K. M. Yi Fangcheng Zhong Andrea Tagliasacchi 45 250 0 07 Mar 2022
PartAfford: Part-level Affordance Discovery from 3D Objects Chao Xu Yixin Chen He Wang Song-Chun Zhu Yixin Zhu Siyuan Huang 39 25 0 28 Feb 2022
Learning Multi-Object Dynamics with Compositional Neural Radiance Fields Danny Driess Zhiao Huang Yunzhu Li Russ Tedrake Marc Toussaint OCL AI4CE 119 85 0 24 Feb 2022