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Neural Expectation Maximization

Neural Information Processing Systems (NeurIPS), 2017

11 August 2017

Klaus Greff

Sjoerd van Steenkiste

Jürgen Schmidhuber

OCL

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Papers citing "Neural Expectation Maximization"

50 / 188 papers shown

Title
Learning Object-Centric Representations in SAR Images with Multi-Level Feature Fusion Oh-Tae Jang Min-Gon Cho Kyung-Tae Kim OCL 182 0 0 11 Sep 2025
SlotMatch: Distilling Object-Centric Representations for Unsupervised Video Segmentation Diana-Nicoleta Grigore Neelu Madan Andreas Mogelmose T. Moeslund Radu Tudor Ionescu VOS OCL 280 0 0 05 Aug 2025
CoLa: Chinese Character Decomposition with Compositional Latent Components Fan Shi Haiyang Yu Bin Li Xiangyang Xue 209 1 0 04 Jun 2025
unMORE: Unsupervised Multi-Object Segmentation via Center-Boundary Reasoning Yafei Yang Zihui Zhang Bo Yang OCL 230 1 0 02 Jun 2025
Efficient Object-centric Representation Learning with Pre-trained Geometric Prior Phúc H. Lê Khắc Graham Healy Alan F. Smeaton OCL 306 1 0 16 Dec 2024
Improving Viewpoint-Independent Object-Centric Representations through Active Viewpoint SelectionNeural Information Processing Systems (NeurIPS), 2024 Yinxuan Huang Chengmin Gao Bin Li Xiangyang Xue OCL 149 0 0 01 Nov 2024
Unsupervised Object Discovery: A Comprehensive Survey and Unified Taxonomy José-Fabian Villa-Vásquez M. Pedersoli 355 3 0 30 Oct 2024
FACTS: A Factored State-Space Framework For World ModellingInternational Conference on Learning Representations (ICLR), 2024 Li Nanbo Firas Laakom Yucheng Xu Wenyi Wang Jürgen Schmidhuber AI4TS 905 1 0 28 Oct 2024
Language Agents Meet Causality -- Bridging LLMs and Causal World Models John Gkountouras Matthias Lindemann Phillip Lippe E. Gavves Ivan Titov LRM 210 5 0 25 Oct 2024
Interpretable end-to-end Neurosymbolic Reinforcement Learning agents Nils Grandien Quentin Delfosse Kristian Kersting OffRL 337 5 0 18 Oct 2024
SlotLifter: Slot-guided Feature Lifting for Learning Object-centric Radiance FieldsEuropean Conference on Computer Vision (ECCV), 2024 Yu Liu Baoxiong Jia Yixin Chen Siyuan Huang OCL 269 7 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 518 12 0 22 Jul 2024
Attention Normalization Impacts Cardinality Generalization in Slot Attention Markus Krimmel Jan Achterhold Joerg Stueckler OCL 225 2 0 04 Jul 2024
Slot State Space Models Jindong Jiang Fei Deng Gautam Singh Minseung Lee Sungjin Ahn 440 12 0 18 Jun 2024
Recurrent Complex-Weighted Autoencoders for Unsupervised Object Discovery Anand Gopalakrishnan Aleksandar Stanić Jürgen Schmidhuber M. C. Mozer 293 8 0 27 May 2024
Parallelized Spatiotemporal Binding Gautam Singh Yue Wang Jiawei Yang Boris Ivanovic Sungjin Ahn Marco Pavone Tong Che 156 2 0 26 Feb 2024
Unsupervised Discovery of Object-Centric Neural Fields Rundong Luo Hong-Xing Yu Jiajun Wu 3DPC OCL 343 7 0 12 Feb 2024
Binding Dynamics in Rotating Features Sindy Löwe Francesco Locatello Max Welling OCL 170 4 0 08 Feb 2024
Neural Language of Thought Models Yi-Fu Wu Minseung Lee Sungjin Ahn MLLM VLM 272 9 0 02 Feb 2024
Explicitly Disentangled Representations in Object-Centric Learning Riccardo Majellaro Jonathan Collu Aske Plaat Thomas M. Moerland CoGe OOD OCL 351 3 0 18 Jan 2024
Unsupervised Object-Centric Learning from Multiple Unspecified ViewpointsIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024 Jinyang Yuan Tonglin Chen Zhimeng Shen Bin Li Xiangyang Xue OCL 163 4 0 03 Jan 2024
Benchmarking and Analysis of Unsupervised Object Segmentation from Real-world Single ImagesInternational Journal of Computer Vision (IJCV), 2023 Yafei Yang Bo Yang OCL 144 4 0 08 Dec 2023
Unsupervised Musical Object Discovery from Audio Joonsu Gha Vincent Herrmann Benjamin Grewe Jürgen Schmidhuber Anand Gopalakrishnan OCL 298 4 0 13 Nov 2023
Object-Centric Learning with Slot Mixture Module Daniil E. Kirilenko Vitaliy Vorobyov A. Kovalev Aleksandr I. Panov OCL 275 5 0 08 Nov 2023
Towards Unsupervised Object Detection From LiDAR Point CloudsComputer Vision and Pattern Recognition (CVPR), 2023 Lunjun Zhang A. Yang Yuwen Xiong Sergio Casas Bin Yang Mengye Ren R. Urtasun 3DPC 214 29 0 03 Nov 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 160 0 0 28 Oct 2023
Self-supervised Object-Centric Learning for VideosNeural Information Processing Systems (NeurIPS), 2023 Görkay Aydemir Weidi Xie Fatma Guney OCL VOS SSL 209 39 0 10 Oct 2023
Variational Inference for Scalable 3D Object-centric Learning Tianyu Wang K. S. Ng Miaomiao Liu OCL DRL 3DPC 140 0 0 25 Sep 2023
Object-Centric Multiple Object TrackingIEEE International Conference on Computer Vision (ICCV), 2023 Zixu Zhao Jiaze Wang Max Horn Yizhuo Ding Tong He ... Bernt Schiele Yanwei Fu Francesco Locatello Zheng Zhang Tianjun Xiao VOT OCL 282 9 0 01 Sep 2023
Additive Decoders for Latent Variables Identification and Cartesian-Product ExtrapolationNeural Information Processing Systems (NeurIPS), 2023 Sébastien Lachapelle Divyat Mahajan Ioannis Mitliagkas Damien Scieur 250 42 0 05 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 255 2 0 16 Jun 2023
Deep Gaussian Mixture EnsemblesConference on Uncertainty in Artificial Intelligence (UAI), 2023 Yousef El-Laham Niccolò Dalmasso Elizabeth Fons Svitlana Vyetrenko BDL UQCV 150 4 0 12 Jun 2023
Slot-VAE: Object-Centric Scene Generation with Slot AttentionInternational Conference on Machine Learning (ICML), 2023 Yanbo Wang Letao Liu Justin Dauwels OCL BDL DRL 213 22 0 12 Jun 2023
Object-Centric Learning for Real-World Videos by Predicting Temporal Feature SimilaritiesNeural Information Processing Systems (NeurIPS), 2023 Antonios Tragoudaras Maximilian Seitzer Georg Martius OCL 362 61 0 07 Jun 2023
Cycle Consistency Driven Object DiscoveryInternational Conference on Learning Representations (ICLR), 2023 Aniket Didolkar Anirudh Goyal Yoshua Bengio OCL 317 10 0 03 Jun 2023
Rotating Features for Object DiscoveryNeural Information Processing Systems (NeurIPS), 2023 Sindy Löwe Phillip Lippe Francesco Locatello Max Welling OCL 324 32 0 01 Jun 2023
Kernel Density Matrices for Probabilistic Deep LearningQuantum Machine Intelligence (QMI), 2023 Fabio A. González Raúl Ramos-Pollán Joseph A. Gallego-Mejia 120 4 0 26 May 2023
Revisiting Structured Variational AutoencodersInternational Conference on Machine Learning (ICML), 2023 Yixiu Zhao Scott W. Linderman BDL DRL 173 11 0 25 May 2023
Contrastive Training of Complex-Valued Autoencoders for Object DiscoveryNeural Information Processing Systems (NeurIPS), 2023 Aleksandar Stanić Anand Gopalakrishnan Kazuki Irie Jürgen Schmidhuber OCL 344 18 0 24 May 2023
Provably Learning Object-Centric RepresentationsInternational Conference on Machine Learning (ICML), 2023 Jack Brady Roland S. Zimmermann Yash Sharma Bernhard Schölkopf Julius von Kügelgen Wieland Brendel OCL 185 47 0 23 May 2023
SlotDiffusion: Object-Centric Generative Modeling with Diffusion ModelsNeural Information Processing Systems (NeurIPS), 2023 Ziyi Wu Jingyu Hu Wuyue Lu Igor Gilitschenski Animesh Garg DiffM OCL 340 71 0 18 May 2023
Cooperative Coevolution for Non-Separable Large-Scale Black-Box Optimization: Convergence Analyses and Distributed AccelerationsApplied Soft Computing (Appl. Soft Comput.), 2023 Qiqi Duan Chang Shao Guochen Zhou Hao Yang Qi Zhao Yuhui Shi 341 6 0 11 Apr 2023
Divided Attention: Unsupervised Multi-Object Discovery with Contextually Separated Slots Dong Lao Zhengyang Hu Francesco Locatello Yanchao Yang Stefano Soatto OCL 293 0 0 04 Apr 2023
Shepherding Slots to Objects: Towards Stable and Robust Object-Centric LearningComputer Vision and Pattern Recognition (CVPR), 2023 Jinwoo Kim Janghyuk Choi Ho-Jin Choi Seon Joo Kim OCL VLM 251 18 0 31 Mar 2023
Model-Based Reinforcement Learning with Isolated ImaginationsIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Minting Pan Geng Chen Yitao Zheng Yunbo Wang Xiaokang Yang 293 2 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 212 9 0 20 Mar 2023
Object-Centric Slot DiffusionNeural Information Processing Systems (NeurIPS), 2023 Jindong Jiang Fei Deng Gautam Singh S. Ahn DiffM BDL OCL 494 74 0 20 Mar 2023
Reusable Slotwise MechanismsNeural Information Processing Systems (NeurIPS), 2023 Trang Nguyen Amin Mansouri Kanika Madan Khuong N. Nguyen Kartik Ahuja Dianbo Liu Yoshua Bengio OCL 274 4 0 21 Feb 2023
Invariant Slot Attention: Object Discovery with Slot-Centric Reference FramesInternational Conference on Machine Learning (ICML), 2023 Ondrej Biza Sjoerd van Steenkiste Mehdi S. M. Sajjadi Gamaleldin F. Elsayed Aravindh Mahendran Thomas Kipf OCL 269 49 0 09 Feb 2023
The Learnable Typewriter: A Generative Approach to Text AnalysisIEEE International Conference on Document Analysis and Recognition (ICDAR), 2023 Ioannis Siglidis Nicolas Gonthier J. Gaubil Tom Monnier Mathieu Aubry 265 2 0 03 Feb 2023

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Neural Expectation Maximization

Papers citing "Neural Expectation Maximization"