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
Systematic Visual Reasoning through Object-Centric Relational Abstraction Taylor Webb S. S. Mondal Jonathan D. Cohen OCL 30 24 0 04 Jun 2023
Cycle Consistency Driven Object Discovery Aniket Didolkar Anirudh Goyal Yoshua Bengio OCL 24 8 0 03 Jun 2023
Rotating Features for Object Discovery Sindy Löwe Phillip Lippe Francesco Locatello Max Welling OCL 30 21 0 01 Jun 2023
Sensitivity of Slot-Based Object-Centric Models to their Number of Slots Roland S. Zimmermann Sjoerd van Steenkiste Mehdi S. M. Sajjadi Thomas Kipf Klaus Greff OCL 35 5 0 30 May 2023
Im-Promptu: In-Context Composition from Image Prompts Bhishma Dedhia Michael Chang Jake C. Snell Thomas Griffiths N. Jha LRM MLLM 32 1 0 26 May 2023
Revisiting Structured Variational Autoencoders Yixiu Zhao Scott W. Linderman BDL DRL 22 8 0 25 May 2023
Contrastive Training of Complex-Valued Autoencoders for Object Discovery Aleksandar Stanić Anand Gopalakrishnan Kazuki Irie Jürgen Schmidhuber OCL 36 14 0 24 May 2023
An Examination of the Robustness of Reference-Free Image Captioning Evaluation Metrics Saba Ahmadi Aishwarya Agrawal 30 6 0 24 May 2023
Provably Learning Object-Centric Representations Jack Brady Roland S. Zimmermann Yash Sharma Bernhard Schölkopf Julius von Kügelgen Wieland Brendel OCL 35 31 0 23 May 2023
SlotDiffusion: Object-Centric Generative Modeling with Diffusion Models Ziyi Wu Jingyu Hu Wuyue Lu Igor Gilitschenski Animesh Garg DiffM OCL 36 45 0 18 May 2023
AutoRecon: Automated 3D Object Discovery and Reconstruction Yuang Wang Xingyi He He Sida Peng Haotong Lin Hujun Bao Xiaowei Zhou 30 11 0 15 May 2023
AudioSlots: A slot-centric generative model for audio separation P. Reddy Scott Wisdom Klaus Greff J. Hershey Thomas Kipf OCL VLM 28 6 0 09 May 2023
DynaVol: Unsupervised Learning for Dynamic Scenes through Object-Centric Voxelization Yanpeng Zhao Siyu Gao Yunbo Wang Xiaokang Yang OCL 13 1 0 30 Apr 2023
Divided Attention: Unsupervised Multi-Object Discovery with Contextually Separated Slots Dong Lao Zhengyang Hu Francesco Locatello Yanchao Yang Stefano Soatto OCL 33 5 0 04 Apr 2023
Shepherding Slots to Objects: Towards Stable and Robust Object-Centric Learning Jinwoo Kim Janghyuk Choi Ho-Jin Choi Seon Joo Kim OCL VLM 27 14 0 31 Mar 2023
Object Discovery from Motion-Guided Tokens Zhipeng Bao P. Tokmakov Yu-xiong Wang Adrien Gaidon M. Hebert OCL 43 20 0 27 Mar 2023
Model-Based Reinforcement Learning with Isolated Imaginations Minting Pan Xiangming Zhu Yitao Zheng Yunbo Wang Xiaokang Yang 31 0 0 27 Mar 2023
Neural Constraint Satisfaction: Hierarchical Abstraction for Combinatorial Generalization in Object Rearrangement Michael Chang Alyssa Dayan Franziska Meier Thomas Griffiths Sergey Levine Amy Zhang OCL OffRL 32 9 0 20 Mar 2023
Object-Centric Slot Diffusion Jindong Jiang Fei Deng Gautam Singh S. Ahn DiffM BDL OCL 25 57 0 20 Mar 2023
Probing neural representations of scene perception in a hippocampally dependent task using artificial neural networks Markus Frey Christian F. Doeller Caswell Barry 39 4 0 11 Mar 2023
Learning to reason over visual objects S. S. Mondal Taylor Webb Jonathan D. Cohen OCL 33 29 0 03 Mar 2023
Intrinsic Physical Concepts Discovery with Object-Centric Predictive Models Qu Tang Xiangyu Zhu Zhen Lei Zhaoxiang Zhang OCL 63 8 0 03 Mar 2023
Semantic Attention Flow Fields for Monocular Dynamic Scene Decomposition Yiqing Liang Eliot Laidlaw Alexander Meyerowitz Srinath Sridhar James Tompkin VOS 30 13 0 02 Mar 2023
Denoising Diffusion Samplers Francisco Vargas Will Grathwohl Arnaud Doucet DiffM 24 75 0 27 Feb 2023
Invariant Slot Attention: Object Discovery with Slot-Centric Reference Frames Ondrej Biza Sjoerd van Steenkiste Mehdi S. M. Sajjadi Gamaleldin F. Elsayed Aravindh Mahendran Thomas Kipf OCL 50 32 0 09 Feb 2023
An Investigation into Pre-Training Object-Centric Representations for Reinforcement Learning Jaesik Yoon Yi-Fu Wu Heechul Bae Sungjin Ahn OCL 35 41 0 09 Feb 2023
Structured Generative Models for Scene Understanding Christopher K. I. Williams OCL 3DV 19 3 0 07 Feb 2023
Object-Centric Scene Representations using Active Inference Toon Van de Maele Tim Verbelen Pietro Mazzaglia Stefano Ferraro Bart Dhoedt OCL BDL 43 5 0 07 Feb 2023
The Learnable Typewriter: A Generative Approach to Text Analysis Ioannis Siglidis Nicolas Gonthier J. Gaubil Tom Monnier Mathieu Aubry 32 1 0 03 Feb 2023
Semantic 3D-aware Portrait Synthesis and Manipulation Based on Compositional Neural Radiance Field Tianxiang Ma Bingchuan Li Qian He Jing Dong Tieniu Tan 30 12 0 03 Feb 2023
Unlocking Slot Attention by Changing Optimal Transport Costs Yan Zhang David W. Zhang Simon Lacoste-Julien Gertjan J. Burghouts Cees G. M. Snoek OCL 39 11 0 30 Jan 2023
World Models and Predictive Coding for Cognitive and Developmental Robotics: Frontiers and Challenges T. Taniguchi Shingo Murata Masahiro Suzuki D. Ognibene Pablo Lanillos ... L. Jamone Tomoaki Nakamura Alejandra Ciria B. Lara G. Pezzulo 32 52 0 14 Jan 2023
Causal Triplet: An Open Challenge for Intervention-centric Causal Representation Learning Yuejiang Liu Alexandre Alahi Chris Russell Max Horn Dominik Zietlow Bernhard Schölkopf Francesco Locatello CML 59 22 0 12 Jan 2023
Towards Unsupervised Visual Reasoning: Do Off-The-Shelf Features Know How to Reason? Monika Wysoczañska Tom Monnier Tomasz Trzciñski David Picard ReLM OCL 40 1 0 20 Dec 2022
WALDO: Future Video Synthesis using Object Layer Decomposition and Parametric Flow Prediction G. L. Moing Jean Ponce Cordelia Schmid 28 6 0 25 Nov 2022
ONeRF: Unsupervised 3D Object Segmentation from Multiple Views Sheng-Ming Liang Yichen Liu Shangzhe Wu Yu-Wing Tai Chi-Keung Tang 41 7 0 22 Nov 2022
Compositional Scene Modeling with Global Object-Centric Representations Tonglin Chen Bin Li Zhimeng Shen Xiangyang Xue OCL 22 2 0 21 Nov 2022
Boosting Object Representation Learning via Motion and Object Continuity Quentin Delfosse Wolfgang Stammer Thomas Rothenbacher Dwarak Vittal Kristian Kersting OCL 49 20 0 16 Nov 2022
Dance of SNN and ANN: Solving binding problem by combining spike timing and reconstructive attention Hao Zheng Hui Lin Rong Zhao Luping Shi 36 5 0 11 Nov 2022
Disentangling Content and Motion for Text-Based Neural Video Manipulation Levent Karacan Tolga Kerimouglu .Ismail .Inan Tolga Birdal Erkut Erdem Aykut Erdem 29 1 0 05 Nov 2022
Neural Systematic Binder Gautam Singh Yeongbin Kim Sungjin Ahn OCL 32 36 0 02 Nov 2022
Learning Explicit Object-Centric Representations with Vision Transformers Oscar Vikström Alexander Ilin OCL ViT 38 4 0 25 Oct 2022
Search for Concepts: Discovering Visual Concepts Using Direct Optimization P. Reddy Paul Guerrero Niloy J. Mitra OCL 21 4 0 25 Oct 2022
Unsupervised Multi-object Segmentation by Predicting Probable Motion Patterns Laurynas Karazija Subhabrata Choudhury Iro Laina Christian Rupprecht Andrea Vedaldi OCL 108 21 0 21 Oct 2022
Solving Reasoning Tasks with a Slot Transformer Ryan Faulkner Daniel Zoran LRM 26 1 0 20 Oct 2022
Improving Object-centric Learning with Query Optimization Baoxiong Jia Yu Liu Siyuan Huang OCL 31 49 0 17 Oct 2022
Object-Category Aware Reinforcement Learning Qi Yi Rui Zhang Shaohui Peng Jiaming Guo Xingui Hu Zidong Du Xishan Zhang Qi Guo Yunji Chen CML LRM 25 6 0 13 Oct 2022
Robust and Controllable Object-Centric Learning through Energy-based Models Ruixiang Zhang Tong Che Boris Ivanovic Renhao Wang Marco Pavone Yoshua Bengio Liam Paull OCL 34 8 0 11 Oct 2022
OGC: Unsupervised 3D Object Segmentation from Rigid Dynamics of Point Clouds Ziyang Song Bo Yang 3DPC 102 30 0 10 Oct 2022
Promising or Elusive? Unsupervised Object Segmentation from Real-world Single Images Yafei Yang Bo Yang OCL 106 17 0 05 Oct 2022