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

5 June 2018

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

50 / 52 papers shown

Title
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
Recurrent Complex-Weighted Autoencoders for Unsupervised Object Discovery Anand Gopalakrishnan Aleksandar Stanić Jürgen Schmidhuber M. C. Mozer 45 5 0 27 May 2024
Reasoning-Enhanced Object-Centric Learning for Videos Jian Li Pu Ren Yang Liu Hao-Lun Sun OCL LRM 46 2 0 22 Mar 2024
Unsupervised Discovery of Object-Centric Neural Fields Rundong Luo Hong-Xing Yu Jiajun Wu 3DPC OCL 90 3 0 12 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 28 2 0 03 Jan 2024
Active Sensing with Predictive Coding and Uncertainty Minimization A. Sharafeldin N. Imam Hannah Choi 20 2 0 02 Jul 2023
SlotDiffusion: Object-Centric Generative Modeling with Diffusion Models Ziyi Wu Jingyu Hu Wuyue Lu Igor Gilitschenski Animesh Garg DiffM OCL 33 44 0 18 May 2023
Video Prediction by Efficient Transformers Xi Ye Guillaume-Alexandre Bilodeau ViT 34 33 0 12 Dec 2022
Boosting Object Representation Learning via Motion and Object Continuity Quentin Delfosse Wolfgang Stammer Thomas Rothenbacher Dwarak Vittal Kristian Kersting OCL 37 20 0 16 Nov 2022
Dance of SNN and ANN: Solving binding problem by combining spike timing and reconstructive attention Hao Zheng Hui Lin Rong Zhao Luping Shi 23 5 0 11 Nov 2022
Neural Systematic Binder Gautam Singh Yeongbin Kim Sungjin Ahn OCL 29 36 0 02 Nov 2022
Unsupervised Multi-object Segmentation by Predicting Probable Motion Patterns Laurynas Karazija Subhabrata Choudhury Iro Laina Christian Rupprecht Andrea Vedaldi OCL 103 20 0 21 Oct 2022
Motion-inductive Self-supervised Object Discovery in Videos Shuangrui Ding Weidi Xie Yabo Chen Rui Qian Xiaopeng Zhang H. Xiong Q. Tian VOS 16 18 0 01 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
Compositional Law Parsing with Latent Random Functions Fan Shi Bin Li Xiangyang Xue CoGe 19 4 0 15 Sep 2022
Synthetic Data in Human Analysis: A Survey Indu Joshi Marcel Grimmer Christian Rathgeb Christoph Busch F. Brémond A. Dantcheva 20 46 0 19 Aug 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 29 12 0 05 Aug 2022
SAVi++: Towards End-to-End Object-Centric Learning from Real-World Videos Gamaleldin F. Elsayed Aravindh Mahendran Sjoerd van Steenkiste Klaus Greff Michael C. Mozer Thomas Kipf VOS OCL 47 137 0 15 Jun 2022
Seeing the forest and the tree: Building representations of both individual and collective dynamics with transformers Ran Liu Mehdi Azabou M. Dabagia Jingyun Xiao Eva L. Dyer AI4CE 32 19 0 10 Jun 2022
Simple Unsupervised Object-Centric Learning for Complex and Naturalistic Videos Gautam Singh Yi-Fu Wu Sungjin Ahn OCL 48 114 0 27 May 2022
Learning What and Where: Disentangling Location and Identity Tracking Without Supervision Manuel Traub S. Otte Tobias Menge Matthias Karlbauer Jannik Thummel Martin Volker Butz 28 20 0 26 May 2022
Unsupervised Multi-object Segmentation Using Attention and Soft-argmax Bruno Sauvalle A. de La Fortelle 3DPC 49 12 0 26 May 2022
Joint Forecasting of Panoptic Segmentations with Difference Attention Colin Graber Cyril Jazra Wenjie Luo Liangyan Gui A. Schwing AI4TS 24 1 0 14 Apr 2022
Neural Marionette: Unsupervised Learning of Motion Skeleton and Latent Dynamics from Volumetric Video Jinseok Bae Hojun Jang Cheol-Hui Min H. Choi Y. Kim 13 5 0 17 Feb 2022
Feature Generation and Hypothesis Verification for Reliable Face Anti-Spoofing Shice Liu Shitao Lu Hongyi Xu J. Yang Shouhong Ding Lizhuang Ma AAML CVBM 32 39 0 30 Dec 2021
Conditional Object-Centric Learning from Video Thomas Kipf Gamaleldin F. Elsayed Aravindh Mahendran Austin Stone S. Sabour G. Heigold Rico Jonschkowski Alexey Dosovitskiy Klaus Greff OCL 39 214 0 24 Nov 2021
Unsupervised Learning of Compositional Energy Concepts Yilun Du Shuang Li Yash Sharma J. Tenenbaum Igor Mordatch CoGe OCL 19 76 0 04 Nov 2021
Unsupervised Image Decomposition with Phase-Correlation Networks Angel Villar-Corrales Sven Behnke OCL 25 4 0 07 Oct 2021
Generative Video Transformer: Can Objects be the Words? Yi-Fu Wu Jaesik Yoon Sungjin Ahn ViT 24 34 0 20 Jul 2021
Unsupervised Layered Image Decomposition into Object Prototypes Tom Monnier Elliot Vincent Jean Ponce Mathieu Aubry OCL 11 53 0 29 Apr 2021
Opening up Open-World Tracking Yang Liu Idil Esen Zulfikar Jonathon Luiten Achal Dave Deva Ramanan Bastian Leibe Aljosa Osep Laura Leal-Taixé 20 51 0 22 Apr 2021
GENESIS-V2: Inferring Unordered Object Representations without Iterative Refinement Martin Engelcke Oiwi Parker Jones Ingmar Posner OCL 29 115 0 20 Apr 2021
A Whole Brain Probabilistic Generative Model: Toward Realizing Cognitive Architectures for Developmental Robots T. Taniguchi Hiroshi Yamakawa Takayuki Nagai Kenji Doya M. Sakagami Masahiro Suzuki Tomoaki Nakamura Akira Taniguchi 20 23 0 15 Mar 2021
Unsupervised Object-Based Transition Models for 3D Partially Observable Environments Antonia Creswell Rishabh Kabra Christopher P. Burgess Murray Shanahan OCL 30 29 0 08 Mar 2021
Neural Production Systems: Learning Rule-Governed Visual Dynamics Anirudh Goyal Aniket Didolkar Nan Rosemary Ke Charles Blundell Philippe Beaudoin N. Heess Michael C. Mozer Yoshua Bengio OCL 44 82 0 02 Mar 2021
Self-supervised Visual Reinforcement Learning with Object-centric Representations Andrii Zadaianchuk Maximilian Seitzer Georg Martius SSL OCL 6 41 0 29 Nov 2020
Generative Neurosymbolic Machines Jindong Jiang Sungjin Ahn BDL OCL 219 68 0 23 Oct 2020
Slot Contrastive Networks: A Contrastive Approach for Representing Objects Evan Racah Sarath Chandar OCL DRL 21 14 0 18 Jul 2020
AutoTrajectory: Label-free Trajectory Extraction and Prediction from Videos using Dynamic Points Yuexin Ma Xinge ZHU Xinjing Cheng Ruigang Yang Jiming Liu Dinesh Manocha 3DPC 26 12 0 11 Jul 2020
Learning Physical Graph Representations from Visual Scenes Daniel M. Bear Chaofei Fan Damian Mrowca Yunzhu Li S. Alter ... Jeremy Schwartz Li Fei-Fei Jiajun Wu J. Tenenbaum Daniel L. K. Yamins SSL GNN SSeg AI4CE 37 79 0 22 Jun 2020
Variational State-Space Models for Localisation and Dense 3D Mapping in 6 DoF Atanas Mirchev Baris Kayalibay Patrick van der Smagt Justin Bayer BDL DRL 12 9 0 17 Jun 2020
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction Vincent Le Guen Nicolas Thome AI4CE PINN 89 288 0 03 Mar 2020
SPACE: Unsupervised Object-Oriented Scene Representation via Spatial Attention and Decomposition Zhixuan Lin Yi-Fu Wu Skand Peri Weihao Sun Gautam Singh Fei Deng Jindong Jiang Sungjin Ahn BDL OCL 3DPC 28 246 0 08 Jan 2020
Exploiting Spatial Invariance for Scalable Unsupervised Object Tracking Eric Crawford Joelle Pineau 44 66 0 20 Nov 2019
SCALOR: Generative World Models with Scalable Object Representations Jindong Jiang Sepehr Janghorbani Gerard de Melo Sungjin Ahn OCL DRL 32 132 0 06 Oct 2019
End-to-end Recurrent Multi-Object Tracking and Trajectory Prediction with Relational Reasoning F. Fuchs Adam R. Kosiorek Li Sun Oiwi Parker Jones Ingmar Posner VOT 22 12 0 12 Jul 2019
A Perspective on Objects and Systematic Generalization in Model-Based RL Sjoerd van Steenkiste Klaus Greff Jürgen Schmidhuber OCL OffRL 17 31 0 03 Jun 2019
Physics-as-Inverse-Graphics: Unsupervised Physical Parameter Estimation from Video Miguel Jaques Michael G. Burke Timothy M. Hospedales VGen PINN 21 44 0 27 May 2019