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
SynergyAmodal: Deocclude Anything with Text Control Xinyang Li Chengjie Yi Jiawei Lai Mingbao Lin Yansong Qu Shengchuan Zhang Liujuan Cao DiffM 83 0 0 28 Apr 2025
Are We Done with Object-Centric Learning? Alexander Rubinstein Ameya Prabhu Matthias Bethge Seong Joon Oh OCL 667 0 0 09 Apr 2025
CTRL-O: Language-Controllable Object-Centric Visual Representation Learning Aniket Didolkar Andrii Zadaianchuk Rabiul Awal Maximilian Seitzer E. Gavves Aishwarya Agrawal OCL VLM 89 2 0 27 Mar 2025
Object-Centric World Model for Language-Guided Manipulation Youngjoon Jeong Junha Chun S. Cha Taesup Kim OCL VGen 185 1 0 08 Mar 2025
Vector-Quantized Vision Foundation Models for Object-Centric Learning Rongzhen Zhao V. Wang Arno Solin Joni Pajarinen OCL VLM 239 0 0 27 Feb 2025
Object-centric Binding in Contrastive Language-Image Pretraining Rim Assouel Pietro Astolfi Florian Bordes M. Drozdzal Adriana Romero Soriano OCL VLM CoGe 103 0 0 19 Feb 2025
Object-Centric Image to Video Generation with Language Guidance Angel Villar-Corrales Gjergj Plepi Sven Behnke DiffM VGen OCL 78 0 0 17 Feb 2025
Dynamic Scene Understanding through Object-Centric Voxelization and Neural Rendering Yanpeng Zhao Yiwei Hao Siyu Gao Yunbo Wang Xiaokang Yang OCL 132 1 0 17 Feb 2025
Slot-Guided Adaptation of Pre-trained Diffusion Models for Object-Centric Learning and Compositional Generation Adil Kaan Akan Yucel Yemez DiffM OCL 42 0 0 27 Jan 2025
Slot-BERT: Self-supervised Object Discovery in Surgical Video Guiqiu Liao M. Jogan Marcel Hussing Kenta Nakahashi Kazuhiro Yasufuku Amin Madani Eric Eaton Daniel A. Hashimoto 171 0 0 21 Jan 2025
Efficient Object-centric Representation Learning with Pre-trained Geometric Prior Phúc H. Lê Khắc Graham Healy Alan F. Smeaton OCL 84 0 0 16 Dec 2024
Object-centric proto-symbolic behavioural reasoning from pixels R. S. V. Bergen Justus F. Hübotter Pablo Lanillos LM&Ro OCL 93 0 0 26 Nov 2024
Few-Shot Task Learning through Inverse Generative Modeling Aviv Netanyahu Yilun Du Antonia Bronars Jyothish Pari J. Tenenbaum Tianmin Shu Pulkit Agrawal 51 1 0 07 Nov 2024
Grouped Discrete Representation for Object-Centric Learning Rongzhen Zhao V. Wang Arno Solin Joni Pajarinen BDL OCL 26 1 0 04 Nov 2024
Task-Oriented Hierarchical Object Decomposition for Visuomotor Control Jianing Qian Yunshuang Li Bernadette Bucher Dinesh Jayaraman OCL 47 0 0 02 Nov 2024
Unsupervised Object Discovery: A Comprehensive Survey and Unified Taxonomy José-Fabian Villa-Vásquez M. Pedersoli 50 1 0 30 Oct 2024
FACTS: A Factored State-Space Framework For World Modelling Li Nanbo Firas Laakom Yucheng Xu Wenyi Wang Jürgen Schmidhuber AI4TS 184 0 0 28 Oct 2024
Learning Global Object-Centric Representations via Disentangled Slot Attention Tonglin Chen Yinxuan Huang Zhimeng Shen Jinghao Huang Bin Li Xiangyang Xue OCL 41 1 0 24 Oct 2024
Object-Centric Temporal Consistency via Conditional Autoregressive Inductive Biases Cristian Meo Akihiro Nakano Mircea Lica Aniket Didolkar Masahiro Suzuki Anirudh Goyal Mengmi Zhang Justin Dauwels Y. Matsuo Yoshua Bengio OCL 41 2 0 21 Oct 2024
Interpretable end-to-end Neurosymbolic Reinforcement Learning agents Nils Grandien Quentin Delfosse Kristian Kersting OffRL 27 2 0 18 Oct 2024
Artificial Kuramoto Oscillatory Neurons Takeru Miyato Sindy Lowe Andreas Geiger Max Welling AI4CE 77 6 0 17 Oct 2024
Enhancing Unimodal Latent Representations in Multimodal VAEs through Iterative Amortized Inference Yuta Oshima Masahiro Suzuki Y. Matsuo 38 0 0 15 Oct 2024
Next state prediction gives rise to entangled, yet compositional representations of objects Tankred Saanum Luca M. Schulze Buschoff Peter Dayan Eric Schulz OCL CoGe OOD 32 1 0 07 Oct 2024
Multi-Scale Fusion for Object Representation Rongzhen Zhao V. Wang Arno Solin Joni Pajarinen OCL VOS 68 1 0 02 Oct 2024
Simplified priors for Object-Centric Learning Vihang Patil Andreas Radler Daniel Klotz Sepp Hochreiter OCL 44 0 0 01 Oct 2024
Organized Grouped Discrete Representation for Object-Centric Learning Rongzhen Zhao V. Wang Arno Solin Joni Pajarinen VOS OCL 47 1 0 05 Sep 2024
Zero-Shot Object-Centric Representation Learning Aniket Didolkar Andrii Zadaianchuk Anirudh Goyal Mike Mozer Yoshua Bengio Georg Martius Maximilian Seitzer VLM OCL 37 4 0 17 Aug 2024
Historical Printed Ornaments: Dataset and Tasks Sayan Kumar Chaki Z. S. Baltaci Elliot Vincent Remi Emonet Fabienne Vial-Bonacci Christelle Bahier-Porte Mathieu Aubry Thierry Fournel 47 0 0 16 Aug 2024
SlotLifter: Slot-guided Feature Lifting for Learning Object-centric Radiance Fields Yu Liu Baoxiong Jia Yixin Chen Siyuan Huang OCL 43 4 0 13 Aug 2024
Exploring the Effectiveness of Object-Centric Representations in Visual Question Answering: Comparative Insights with Foundation Models Amir Mohammad Karimi Mamaghan Samuele Papa Karl Henrik Johansson Stefan Bauer Andrea Dittadi OCL 48 5 0 22 Jul 2024
Enhancing Neural Radiance Fields with Depth and Normal Completion Priors from Sparse Views Jiawei Guo HungChyun Chou Ning Ding 37 1 0 08 Jul 2024
Attention Normalization Impacts Cardinality Generalization in Slot Attention Markus Krimmel Jan Achterhold Joerg Stueckler OCL 45 0 0 04 Jul 2024
Learning Disentangled Representation in Object-Centric Models for Visual Dynamics Prediction via Transformers Sanket Gandhi Atul Samanyu Mahajan Vishal Sharma Rushil Gupta Arnab Kumar Mondal Parag Singla ViT OCL 40 0 0 03 Jul 2024
Compositional Image Decomposition with Diffusion Models Jocelin Su Nan Liu Yanbo Wang Joshua B. Tenenbaum Yilun Du CoGe 47 6 0 27 Jun 2024
Slot State Space Models Jindong Jiang Fei Deng Gautam Singh Minseung Lee Sungjin Ahn 47 4 0 18 Jun 2024
Adaptive Slot Attention: Object Discovery with Dynamic Slot Number Ke Fan Zechen Bai Tianjun Xiao Tong He Max Horn Yanwei Fu Francesco Locatello Zheng Zhang OCL 37 5 0 13 Jun 2024
TC-Bench: Benchmarking Temporal Compositionality in Text-to-Video and Image-to-Video Generation Weixi Feng Jiachen Li Michael Stephen Saxon Tsu-jui Fu Wenhu Chen William Yang Wang EGVM VGen 38 9 0 12 Jun 2024
Object-level Scene Deocclusion Zhengzhe Liu Qing Liu Chirui Chang Jianming Zhang D. Pakhomov Haitian Zheng Zhe Lin Daniel Cohen-Or Chi-Wing Fu 34 3 0 11 Jun 2024
Unsupervised Object Detection with Theoretical Guarantees Marian Longa Joao F. Henriques 45 0 0 11 Jun 2024
Identifiable Object-Centric Representation Learning via Probabilistic Slot Attention Avinash Kori Francesco Locatello Ainkaran Santhirasekaram Francesca Toni Ben Glocker Fabio De Sousa Ribeiro OCL 47 1 0 11 Jun 2024
Causal Action Influence Aware Counterfactual Data Augmentation Núria Armengol Urpí Marco Bagatella Marin Vlastelica Georg Martius CML 35 5 0 29 May 2024
Recurrent Complex-Weighted Autoencoders for Unsupervised Object Discovery Anand Gopalakrishnan Aleksandar Stanić Jürgen Schmidhuber M. C. Mozer 49 5 0 27 May 2024
Learning Object-Centric Representation via Reverse Hierarchy Guidance Junhong Zou Xiangyu Zhu Zhaoxiang Zhang Zhen Lei BDL ObjD OCL 24 0 0 17 May 2024
LOC-ZSON: Language-driven Object-Centric Zero-Shot Object Retrieval and Navigation Tianrui Guan Yurou Yang Harry Cheng Muyuan Lin Richard Kim R. Madhivanan Arnie Sen Dinesh Manocha LM&Ro 50 8 0 08 May 2024
Learning to Compose: Improving Object Centric Learning by Injecting Compositionality Whie Jung Jaehoon Yoo Sungjin Ahn Seunghoon Hong OCL CoGe 28 4 0 01 May 2024
Masked Multi-Query Slot Attention for Unsupervised Object Discovery Rishav Pramanik José-Fabian Villa-Vásquez M. Pedersoli OCL 40 0 0 30 Apr 2024
Unsupervised Dynamics Prediction with Object-Centric Kinematics Yeon-Ji Song Suhyung Choi Jaein Kim Jin-Hwa Kim Byoung-Tak Zhang 43 0 0 29 Apr 2024
SPARO: Selective Attention for Robust and Compositional Transformer Encodings for Vision Ankit Vani Bac Nguyen Samuel Lavoie Ranjay Krishna Aaron Courville 39 1 0 24 Apr 2024
Compete and Compose: Learning Independent Mechanisms for Modular World Models Anson Lei Frederik Nolte Bernhard Schölkopf Ingmar Posner OffRL 29 2 0 23 Apr 2024
Entity-Centric Reinforcement Learning for Object Manipulation from Pixels Dan Haramati Tal Daniel Aviv Tamar LM&Ro OffRL OCL 40 11 0 01 Apr 2024