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
Learning Decomposable and Debiased Representations via Attribute-Centric Information Bottlenecks Jinyung Hong Eunyeong Jeon Changhoon Kim Keun Hee Park Utkarsh Nath Yezhou Yang Pavan Turaga Theodore P. Pavlic CML 36 0 0 21 Mar 2024
Slot Abstractors: Toward Scalable Abstract Visual Reasoning S. S. Mondal Jonathan D. Cohen Taylor W. Webb OCL 40 8 0 06 Mar 2024
Parallelized Spatiotemporal Binding Gautam Singh Yue Wang Jiawei Yang Boris Ivanovic Sungjin Ahn Marco Pavone Tong Che 48 1 0 26 Feb 2024
Unsupervised Discovery of Object-Centric Neural Fields Rundong Luo Hong-Xing Yu Jiajun Wu 3DPC OCL 90 3 0 12 Feb 2024
Binding Dynamics in Rotating Features Sindy Löwe Francesco Locatello Max Welling OCL 33 2 0 08 Feb 2024
Neural Language of Thought Models Yi-Fu Wu Minseung Lee Sungjin Ahn MLLM VLM 80 6 0 02 Feb 2024
Neural Slot Interpreters: Grounding Object Semantics in Emergent Slot Representations Bhishma Dedhia N. Jha OCL 54 1 0 02 Feb 2024
VONet: Unsupervised Video Object Learning With Parallel U-Net Attention and Object-wise Sequential VAE Haonan Yu Wei Xu ViT 36 1 0 20 Jan 2024
Explicitly Disentangled Representations in Object-Centric Learning Riccardo Majellaro Jonathan Collu Aske Plaat Thomas M. Moerland CoGe OOD OCL 76 1 0 18 Jan 2024
How does the primate brain combine generative and discriminative computations in vision? Benjamin Peters J. DiCarlo Todd Gureckis Ralf Haefner Leyla Isik ... Kimberly Stachenfeld Zenna Tavares Doris Y. Tsao Ilker Yildirim N. Kriegeskorte 27 2 0 11 Jan 2024
Slot Structured World Models Jonathan Collu Riccardo Majellaro Aske Plaat Thomas M. Moerland OCL 38 1 0 08 Jan 2024
3D-SSGAN: Lifting 2D Semantics for 3D-Aware Compositional Portrait Synthesis Ruiqi Liu Peng Zheng Ye Wang Rui Ma 3DH 44 3 0 08 Jan 2024
Slot-guided Volumetric Object Radiance Fields Di Qi Tong Yang Xiangyu Zhang OCL 35 2 0 04 Jan 2024
Unsupervised Object-Centric Learning from Multiple Unspecified Viewpoints Jinyang Yuan Tonglin Chen Zhimeng Shen Bin Li Xiangyang Xue OCL 33 2 0 03 Jan 2024
Amodal Completion via Progressive Mixed Context Diffusion Katherine Xu Lingzhi Zhang Jianbo Shi DiffM 50 16 0 24 Dec 2023
Appearance-based Refinement for Object-Centric Motion Segmentation Junyu Xie Weidi Xie Andrew Zisserman VOS 38 3 0 18 Dec 2023
Benchmarking and Analysis of Unsupervised Object Segmentation from Real-world Single Images Yafei Yang Bo Yang OCL 32 2 0 08 Dec 2023
SPOT: Self-Training with Patch-Order Permutation for Object-Centric Learning with Autoregressive Transformers Ioannis Kakogeorgiou Spyros Gidaris Konstantinos Karantzalos N. Komodakis ViT OCL 17 12 0 01 Dec 2023
Imagine the Unseen World: A Benchmark for Systematic Generalization in Visual World Models Yeongbin Kim Gautam Singh Junyeong Park Çağlar Gülçehre Sungjin Ahn OCL VLM 50 1 0 15 Nov 2023
Unsupervised Musical Object Discovery from Audio Joonsu Gha Vincent Herrmann Benjamin Grewe Jürgen Schmidhuber Anand Gopalakrishnan OCL 38 4 0 13 Nov 2023
Object-Centric Learning with Slot Mixture Module Daniil E. Kirilenko Vitaliy Vorobyov A. Kovalev Aleksandr I. Panov OCL 31 3 0 08 Nov 2023
The Background Also Matters: Background-Aware Motion-Guided Objects Discovery Sandra Kara Hejer Ammar Florian Chabot Quoc-Cuong Pham 33 3 0 05 Nov 2023
Towards Unsupervised Object Detection From LiDAR Point Clouds Lunjun Zhang A. Yang Yuwen Xiong Sergio Casas Bin Yang Mengye Ren R. Urtasun 3DPC 76 20 0 03 Nov 2023
Object-centric architectures enable efficient causal representation learning Amin Mansouri Jason S. Hartford Yan Zhang Yoshua Bengio CML OCL OOD 29 15 0 29 Oct 2023
OC-NMN: Object-centric Compositional Neural Module Network for Generative Visual Analogical Reasoning Rim Assouel Pau Rodríguez Perouz Taslakian David Vazquez Yoshua Bengio LRM OCL 21 0 0 28 Oct 2023
Learning Object Permanence from Videos via Latent Imaginations Manuel Traub Frederic Becker S. Otte Martin Volker Butz 33 1 0 16 Oct 2023
Leveraging Image Augmentation for Object Manipulation: Towards Interpretable Controllability in Object-Centric Learning Jinwoo Kim Janghyuk Choi Jaehyun Kang Changyeon Lee Ho-Jin Choi Seon Joo Kim OCL 40 0 0 13 Oct 2023
Self-supervised Object-Centric Learning for Videos Görkay Aydemir Weidi Xie Fatma Guney OCL VOS SSL 33 24 0 10 Oct 2023
Provable Compositional Generalization for Object-Centric Learning Thaddäus Wiedemer Jack Brady Alexander Panfilov Attila Juhos Matthias Bethge Wieland Brendel OCL 35 17 0 09 Oct 2023
USTEP: Spatio-Temporal Predictive Learning under A Unified View Cheng Tan Jue Wang Zhangyang Gao Siyuan Li Stan Z. Li 38 1 0 09 Oct 2023
Ablation Study to Clarify the Mechanism of Object Segmentation in Multi-Object Representation Learning Takayuki Komatsu Y. Ohmura Y. Kuniyoshi OCL 27 0 0 05 Oct 2023
Learning Hierarchical Relational Representations through Relational Convolutions Awni Altabaa John Lafferty 33 2 0 05 Oct 2023
Variational Inference for Scalable 3D Object-centric Learning Tianyu Wang K. S. Ng Miaomiao Liu OCL DRL 3DPC 30 0 0 25 Sep 2023
Object-Centric Multiple Object Tracking Zixu Zhao Jiaze Wang Max Horn Yizhuo Ding Tong He ... Bernt Schiele Yanwei Fu Francesco Locatello Zheng-Wei Zhang Tianjun Xiao VOT OCL 24 6 0 01 Sep 2023
RobustCLEVR: A Benchmark and Framework for Evaluating Robustness in Object-centric Learning Nathan G. Drenkow Mathias Unberath 36 4 0 28 Aug 2023
Enhancing Interpretable Object Abstraction via Clustering-based Slot Initialization Ni Gao Bernard Hohmann Gerhard Neumann OCL 32 2 0 22 Aug 2023
Semantics Meets Temporal Correspondence: Self-supervised Object-centric Learning in Videos Rui Qian Shuangrui Ding Xian Liu Dahua Lin 34 14 0 19 Aug 2023
Grounded Object Centric Learning Avinash Kori Francesco Locatello Fabio De Sousa Ribeiro Francesca Toni Ben Glocker OCL 22 7 0 18 Jul 2023
Multi-Object Discovery by Low-Dimensional Object Motion Sadra Safadoust Fatma Guney OCL 26 9 0 16 Jul 2023
Linking vision and motion for self-supervised object-centric perception Kaylene C. Stocking Zak Murez Vijay Badrinarayanan Jamie Shotton Alex Kendall Claire Tomlin Christopher P. Burgess OCL 33 0 0 14 Jul 2023
Compositional Generalization from First Principles Thaddäus Wiedemer Prasanna Mayilvahanan Matthias Bethge Wieland Brendel OCL 34 37 0 10 Jul 2023
Language-free Compositional Action Generation via Decoupling Refinement Xiao Liu Guangyi Chen Yansong Tang Guangrun Wang Xiao-Ping Zhang Ser-Nam Lim CoGe 36 1 0 07 Jul 2023
Additive Decoders for Latent Variables Identification and Cartesian-Product Extrapolation Sébastien Lachapelle Divyat Mahajan Ioannis Mitliagkas Simon Lacoste-Julien 42 25 0 05 Jul 2023
FOCUS: Object-Centric World Models for Robotics Manipulation Stefano Ferraro Pietro Mazzaglia Tim Verbelen Bart Dhoedt OCL LM&Ro 40 13 0 05 Jul 2023
OCAtari: Object-Centric Atari 2600 Reinforcement Learning Environments Quentin Delfosse Jannis Blüml Bjarne Gregori Sebastian Sztwiertnia Kristian Kersting 43 17 0 14 Jun 2023
Scalable Neural-Probabilistic Answer Set Programming Arseny Skryagin Daniel Ochs Devendra Singh Dhami Kristian Kersting 40 5 0 14 Jun 2023
DORSal: Diffusion for Object-centric Representations of Scenes et al Allan Jabri Sjoerd van Steenkiste Emiel Hoogeboom Mehdi S. M. Sajjadi Thomas Kipf 27 17 0 13 Jun 2023
Slot-VAE: Object-Centric Scene Generation with Slot Attention Yanbo Wang Letao Liu Justin Dauwels OCL BDL DRL 36 16 0 12 Jun 2023
DDLP: Unsupervised Object-Centric Video Prediction with Deep Dynamic Latent Particles Tal Daniel Aviv Tamar DiffM 35 8 0 09 Jun 2023
Object-Centric Learning for Real-World Videos by Predicting Temporal Feature Similarities Andrii Zadaianchuk Maximilian Seitzer Georg Martius OCL 23 39 0 07 Jun 2023