MONet: Unsupervised Scene Decomposition and Representation

22 January 2019

Christopher P. Burgess

Papers citing "MONet: Unsupervised Scene Decomposition and Representation"

50 / 110 papers shown

Title
Hierarchical Compact Clustering Attention (COCA) for Unsupervised Object-Centric Learning Can Küçüksözen Yücel Yemez OCL 45 0 0 04 May 2025
SynergyAmodal: Deocclude Anything with Text Control Xinyang Li Chengjie Yi Jiawei Lai Mingbao Lin Yansong Qu Shengchuan Zhang Liujuan Cao DiffM 73 0 0 28 Apr 2025
Are We Done with Object-Centric Learning? Alexander Rubinstein Ameya Prabhu Matthias Bethge Seong Joon Oh OCL 604 0 0 09 Apr 2025
Cognitive Science-Inspired Evaluation of Core Capabilities for Object Understanding in AI Danaja Rutar Alva Markelius Konstantinos Voudouris José Hernández Orallo Lucy G. Cheke OCL ELM 56 0 0 27 Mar 2025
Object-Centric World Model for Language-Guided Manipulation Youngjoon Jeong Junha Chun S. Cha Taesup Kim OCL VGen 129 1 0 08 Mar 2025
Dynamic Scene Understanding through Object-Centric Voxelization and Neural Rendering Yanpeng Zhao Yiwei Hao Siyu Gao Yunbo Wang Xiaokang Yang OCL 120 1 0 17 Feb 2025
Artificial Kuramoto Oscillatory Neurons Takeru Miyato Sindy Lowe Andreas Geiger Max Welling AI4CE 67 6 0 17 Feb 2025
Few-Shot Task Learning through Inverse Generative Modeling Aviv Netanyahu Yilun Du Antonia Bronars Jyothish Pari J. Tenenbaum Tianmin Shu Pulkit Agrawal 44 1 0 07 Nov 2024
Understanding the Limits of Vision Language Models Through the Lens of the Binding Problem Declan Campbell Sunayana Rane Tyler Giallanza Nicolò De Sabbata Kia Ghods ... Alexander Ku Steven M. Frankland Thomas L. Griffiths Jonathan D. Cohen Taylor W. Webb 34 13 0 31 Oct 2024
FACTS: A Factored State-Space Framework For World Modelling Li Nanbo Firas Laakom Yucheng Xu Wenyi Wang Jürgen Schmidhuber AI4TS 116 0 0 28 Oct 2024
Multi-Scale Fusion for Object Representation Rongzhen Zhao V. Wang Juho Kannala J. Pajarinen OCL VOS 68 1 0 02 Oct 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 37 0 0 16 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 44 5 0 22 Jul 2024
Attention Normalization Impacts Cardinality Generalization in Slot Attention Markus Krimmel Jan Achterhold Joerg Stueckler OCL 37 0 0 04 Jul 2024
VLind-Bench: Measuring Language Priors in Large Vision-Language Models Kang-il Lee Minbeom Kim Seunghyun Yoon Minsung Kim Dongryeol Lee Hyukhun Koh Kyomin Jung CoGe VLM 84 5 0 13 Jun 2024
Learning Discrete Concepts in Latent Hierarchical Models Lingjing Kong Guan-Hong Chen Biwei Huang Eric P. Xing Yuejie Chi Kun Zhang 52 4 0 01 Jun 2024
Recurrent Complex-Weighted Autoencoders for Unsupervised Object Discovery Anand Gopalakrishnan Aleksandar Stanić Jürgen Schmidhuber M. C. Mozer 45 5 0 27 May 2024
Unsupervised Dynamics Prediction with Object-Centric Kinematics Yeon-Ji Song Suhyung Choi Jaein Kim Jin-Hwa Kim Byoung-Tak Zhang 36 0 0 29 Apr 2024
Reasoning-Enhanced Object-Centric Learning for Videos Jian Li Pu Ren Yang Liu Hao-Lun Sun OCL LRM 43 2 0 22 Mar 2024
DreamUp3D: Object-Centric Generative Models for Single-View 3D Scene Understanding and Real-to-Sim Transfer Yizhe Wu Haitz Sáez de Ocáriz Borde Jack Collins Oiwi Parker Jones Ingmar Posner 3DPC OCL 33 2 0 26 Feb 2024
OLViT: Multi-Modal State Tracking via Attention-Based Embeddings for Video-Grounded Dialog Adnen Abdessaied Manuel von Hochmeister Andreas Bulling 35 2 0 20 Feb 2024
Unsupervised Discovery of Object-Centric Neural Fields Rundong Luo Hong-Xing Yu Jiajun Wu 3DPC OCL 90 3 0 12 Feb 2024
Neural Language of Thought Models Yi-Fu Wu Minseung Lee Sungjin Ahn MLLM VLM 55 6 0 02 Feb 2024
Neural Slot Interpreters: Grounding Object Semantics in Emergent Slot Representations Bhishma Dedhia N. Jha OCL 46 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 28 1 0 20 Jan 2024
Explicitly Disentangled Representations in Object-Centric Learning Riccardo Majellaro Jonathan Collu Aske Plaat Thomas M. Moerland CoGe OOD OCL 63 1 0 18 Jan 2024
Unsupervised Object-Centric Learning from Multiple Unspecified Viewpoints Jinyang Yuan Tonglin Chen Zhimeng Shen Bin Li Xiangyang Xue OCL 18 2 0 03 Jan 2024
Learning Generalizable Manipulation Policies with Object-Centric 3D Representations Yifeng Zhu Zhenyu Jiang Peter Stone Yuke Zhu 3DPC 22 43 0 22 Oct 2023
Enhancing Interpretable Object Abstraction via Clustering-based Slot Initialization Ni Gao Bernard Hohmann Gerhard Neumann OCL 22 2 0 22 Aug 2023
Does Visual Pretraining Help End-to-End Reasoning? Chen Sun Calvin Luo Xingyi Zhou Anurag Arnab Cordelia Schmid OCL LRM ViT 30 3 0 17 Jul 2023
Compositional Generalization from First Principles Thaddäus Wiedemer Prasanna Mayilvahanan Matthias Bethge Wieland Brendel OCL 25 37 0 10 Jul 2023
OCTScenes: A Versatile Real-World Dataset of Tabletop Scenes for Object-Centric Learning Yin-Tao Huang Tonglin Chen Zhimeng Shen Jinghao Huang Bin Li Xiangyang Xue OCL 25 1 0 16 Jun 2023
Im-Promptu: In-Context Composition from Image Prompts Bhishma Dedhia Michael Chang Jake C. Snell Thomas L. Griffiths N. Jha LRM MLLM 29 1 0 26 May 2023
An Examination of the Robustness of Reference-Free Image Captioning Evaluation Metrics Saba Ahmadi Aishwarya Agrawal 17 6 0 24 May 2023
SlotDiffusion: Object-Centric Generative Modeling with Diffusion Models Ziyi Wu Jingyu Hu Wuyue Lu Igor Gilitschenski Animesh Garg DiffM OCL 28 44 0 18 May 2023
Reusable Slotwise Mechanisms Trang Nguyen Amin Mansouri Kanika Madan Khuong N. Nguyen Kartik Ahuja Dianbo Liu Yoshua Bengio OCL 22 4 0 21 Feb 2023
Semantic 3D-aware Portrait Synthesis and Manipulation Based on Compositional Neural Radiance Field Tianxiang Ma Bingchuan Li Qian He Jing Dong T. Tan 30 12 0 03 Feb 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 49 22 0 12 Jan 2023
Predictive World Models from Real-World Partial Observations Robin Karlsson Alexander Carballo Keisuke Fujii Kento Ohtani K. Takeda 17 5 0 12 Jan 2023
ILSGAN: Independent Layer Synthesis for Unsupervised Foreground-Background Segmentation Qiran Zou Yu Yang Wing Yin Cheung Chang-rui Liu Xiang Ji GAN 21 4 0 25 Nov 2022
Boosting Object Representation Learning via Motion and Object Continuity Quentin Delfosse Wolfgang Stammer Thomas Rothenbacher Dwarak Vittal Kristian Kersting OCL 35 20 0 16 Nov 2022
Neural Systematic Binder Gautam Singh Yeongbin Kim Sungjin Ahn OCL 29 36 0 02 Nov 2022
Learning Explicit Object-Centric Representations with Vision Transformers Oscar Vikström Alexander Ilin OCL ViT 22 4 0 25 Oct 2022
Search for Concepts: Discovering Visual Concepts Using Direct Optimization P. Reddy Paul Guerrero Niloy J. Mitra OCL 19 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 98 20 0 21 Oct 2022
On the Relationship Between Variational Inference and Auto-Associative Memory Louis Annabi Alexandre Pitti M. Quoy BDL 22 5 0 14 Oct 2022
Robust and Controllable Object-Centric Learning through Energy-based Models Ruixiang Zhang Tong Che B. Ivanovic Renhao Wang Marco Pavone Yoshua Bengio Liam Paull OCL 26 8 0 11 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 37 139 0 29 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 72 20 0 19 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 19 12 0 05 Aug 2022