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Sequential Attend, Infer, Repeat: Generative Modelling of Moving Objects

5 June 2018

Papers citing "Sequential Attend, Infer, Repeat: Generative Modelling of Moving Objects"

50 / 179 papers shown

Title
Predicting Video Slot Attention Queries from Random Slot-Feature Pairs Rongzhen Zhao Jian Li Juho Kannala Joni Pajarinen 213 1 0 02 Aug 2025
Compositional Video Synthesis by Temporal Object-Centric Learning Adil Kaan Akan Yucel Yemez DiffM OCL 189 0 0 28 Jul 2025
Identifiable Object Representations under Spatial Ambiguities Avinash Kori Francesca Toni Ben Glocker OCL 202 0 0 09 Jun 2025
Four Principles for Physically Interpretable World Models Jordan Peper Zhenjiang Mao Yuang Geng Siyuan Pan Ivan Ruchkin 385 5 0 04 Mar 2025
Slot-Guided Adaptation of Pre-trained Diffusion Models for Object-Centric Learning and Compositional GenerationInternational Conference on Learning Representations (ICLR), 2025 Adil Kaan Akan Yucel Yemez DiffM OCL 372 4 0 27 Jan 2025
Unsupervised Object Discovery: A Comprehensive Survey and Unified Taxonomy José-Fabian Villa-Vásquez M. Pedersoli 367 3 0 30 Oct 2024
Learning Global Object-Centric Representations via Disentangled Slot AttentionMachine-mediated learning (ML), 2024 Tonglin Chen Yinxuan Huang Zhimeng Shen Jinghao Huang Bin Li Xiangyang Xue OCL 165 1 0 24 Oct 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 542 12 0 22 Jul 2024
Guiding Video Prediction with Explicit Procedural Knowledge Patrick Takenaka Johannes Maucher Marco F. Huber 200 2 0 26 Jun 2024
ViPro: Enabling and Controlling Video Prediction for Complex Dynamical Scenarios using Procedural Knowledge Patrick Takenaka Johannes Maucher Marco F. Huber VGen 164 0 0 26 Jun 2024
Slot State Space Models Jindong Jiang Fei Deng Gautam Singh Minseung Lee Sungjin Ahn 440 13 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 218 20 0 13 Jun 2024
Transformers and Slot Encoding for Sample Efficient Physical World Modelling Francesco Petri Luigi Asprino Aldo Gangemi OCL ViT 232 0 0 30 May 2024
Recurrent Complex-Weighted Autoencoders for Unsupervised Object Discovery Anand Gopalakrishnan Aleksandar Stanić Jürgen Schmidhuber M. C. Mozer 329 8 0 27 May 2024
Compete and Compose: Learning Independent Mechanisms for Modular World Models Anson Lei Frederik Nolte Bernhard Schölkopf Ingmar Posner OffRL 212 1 0 23 Apr 2024
Reasoning-Enhanced Object-Centric Learning for VideosKnowledge Discovery and Data Mining (KDD), 2024 Jian Li Pu Ren Yang Liu Hao Sun OCL LRM 331 4 0 22 Mar 2024
Parallelized Spatiotemporal Binding Gautam Singh Yue Wang Jiawei Yang Boris Ivanovic Sungjin Ahn Marco Pavone Tong Che 172 2 0 26 Feb 2024
Unsupervised Discovery of Object-Centric Neural Fields Rundong Luo Hong-Xing Yu Jiajun Wu 3DPC OCL 375 7 0 12 Feb 2024
VONet: Unsupervised Video Object Learning With Parallel U-Net Attention and Object-wise Sequential VAEInternational Conference on Learning Representations (ICLR), 2024 Haonan Yu Wei Xu ViT 221 1 0 20 Jan 2024
Explicitly Disentangled Representations in Object-Centric Learning Riccardo Majellaro Jonathan Collu Aske Plaat Thomas M. Moerland CoGe OOD OCL 387 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
Appearance-based Refinement for Object-Centric Motion Segmentation Junyu Xie Weidi Xie Andrew Zisserman VOS 239 7 0 18 Dec 2023
Unsupervised Musical Object Discovery from Audio Joonsu Gha Vincent Herrmann Benjamin Grewe Jürgen Schmidhuber Anand Gopalakrishnan OCL 310 4 0 13 Nov 2023
Object-Centric Learning with Slot Mixture Module Daniil E. Kirilenko Vitaliy Vorobyov A. Kovalev Aleksandr I. Panov OCL 291 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 242 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 188 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 233 39 0 10 Oct 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 310 9 0 01 Sep 2023
RobustCLEVR: A Benchmark and Framework for Evaluating Robustness in Object-centric LearningIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023 Nathan G. Drenkow Mathias Unberath 211 5 0 28 Aug 2023
Active Sensing with Predictive Coding and Uncertainty Minimization A. Sharafeldin N. Imam Hannah Choi 304 4 0 02 Jul 2023
OCAtari: Object-Centric Atari 2600 Reinforcement Learning Environments Quentin Delfosse Johannes Czech Bjarne Gregori Sebastian Sztwiertnia Kristian Kersting 459 25 0 14 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 225 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 386 61 0 07 Jun 2023
Revisiting Structured Variational AutoencodersInternational Conference on Machine Learning (ICML), 2023 Yixiu Zhao Scott W. Linderman BDL DRL 181 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 348 18 0 24 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 360 72 0 18 May 2023
Divided Attention: Unsupervised Multi-Object Discovery with Contextually Separated Slots Dong Lao Zhengyang Hu Francesco Locatello Yanchao Yang Stefano Soatto OCL 321 5 0 04 Apr 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 297 2 0 27 Mar 2023
BlobGAN-3D: A Spatially-Disentangled 3D-Aware Generative Model for Indoor Scenes Qian Wang Yiqun Wang Michael Birsak Peter Wonka 313 8 0 26 Mar 2023
Object-Centric Video Prediction via Decoupling of Object Dynamics and InteractionsInternational Conference on Information Photonics (ICIP), 2023 Angel Villar-Corrales Ismail Wahdan Sven Behnke OCL 310 13 0 23 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 297 49 0 09 Feb 2023
An Investigation into Pre-Training Object-Centric Representations for Reinforcement LearningInternational Conference on Machine Learning (ICML), 2023 Jaesik Yoon Yi-Fu Wu Heechul Bae Sungjin Ahn OCL 319 52 0 09 Feb 2023
Object-Centric Scene Representations using Active InferenceNeural Computation (Neural Comput.), 2023 Toon Van de Maele Tim Verbelen Pietro Mazzaglia Stefano Ferraro Bart Dhoedt OCL BDL 215 5 0 07 Feb 2023
Time-Conditioned Generative Modeling of Object-Centric Representations for Video Decomposition and PredictionConference on Uncertainty in Artificial Intelligence (UAI), 2023 Chen Gao Bin Li OCL 238 6 0 21 Jan 2023
Video Prediction by Efficient TransformersImage and Vision Computing (IVC), 2022 Xi Ye Guillaume-Alexandre Bilodeau ViT 246 45 0 12 Dec 2022
Compositional Scene Modeling with Global Object-Centric RepresentationsMachine-mediated learning (ML), 2022 Tonglin Chen Bin Li Zhimeng Shen Xiangyang Xue OCL 278 3 0 21 Nov 2022
Boosting Object Representation Learning via Motion and Object Continuity Quentin Delfosse Wolfgang Stammer Thomas Rothenbacher Dwarak Vittal Kristian Kersting OCL 323 21 0 16 Nov 2022
Dance of SNN and ANN: Solving binding problem by combining spike timing and reconstructive attentionNeural Information Processing Systems (NeurIPS), 2022 Hao Zheng Hui Lin Rong Zhao Luping Shi 135 6 0 11 Nov 2022
Neural Systematic BinderInternational Conference on Learning Representations (ICLR), 2022 Gautam Singh Yeongbin Kim Sungjin Ahn OCL 381 43 0 02 Nov 2022
Self-supervised Amodal Video Object SegmentationNeural Information Processing Systems (NeurIPS), 2022 Jian Yao Yuxin Hong Chiyu Wang Tianjun Xiao Tong He Francesco Locatello David Wipf Yanwei Fu Zheng Zhang VOS 131 17 0 23 Oct 2022