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Reasoning-Enhanced Object-Centric Learning for Videos

Knowledge Discovery and Data Mining (KDD), 2024

22 March 2024

Papers citing "Reasoning-Enhanced Object-Centric Learning for Videos"

48 / 48 papers shown

Title
Smoothing Slot Attention Iterations and Recurrences Rongzhen Zhao Wenyan Yang Juho Kannala Joni Pajarinen AI4TS 113 1 0 07 Aug 2025
Predicting Video Slot Attention Queries from Random Slot-Feature Pairs Rongzhen Zhao Jian Li Juho Kannala Joni Pajarinen 185 1 0 02 Aug 2025
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
Intrinsic Physical Concepts Discovery with Object-Centric Predictive ModelsComputer Vision and Pattern Recognition (CVPR), 2023 Qu Tang Xiangyu Zhu Zhen Lei Zhaoxiang Zhang OCL 209 8 0 03 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 286 13 0 23 Feb 2023
SlotFormer: Unsupervised Visual Dynamics Simulation with Object-Centric ModelsInternational Conference on Learning Representations (ICLR), 2022 Ziyi Wu Nikita Dvornik Klaus Greff Thomas Kipf Animesh Garg OCL BDL 298 112 0 12 Oct 2022
Is an Object-Centric Video Representation Beneficial for Transfer?Asian Conference on Computer Vision (ACCV), 2022 Chuhan Zhang Ankush Gupta Andrew Zisserman ViT 274 30 0 20 Jul 2022
Segmenting Moving Objects via an Object-Centric Layered RepresentationNeural Information Processing Systems (NeurIPS), 2022 Jun Xie Weidi Xie Andrew Zisserman VOS OCL 219 61 0 05 Jul 2022
SAVi++: Towards End-to-End Object-Centric Learning from Real-World VideosNeural Information Processing Systems (NeurIPS), 2022 Gamaleldin F. Elsayed Aravindh Mahendran Sjoerd van Steenkiste Klaus Greff Michael C. Mozer Thomas Kipf VOS OCL 313 167 0 15 Jun 2022
Simple Unsupervised Object-Centric Learning for Complex and Naturalistic VideosNeural Information Processing Systems (NeurIPS), 2022 Gautam Singh Yi-Fu Wu Sungjin Ahn OCL 347 145 0 27 May 2022
Visuomotor Control in Multi-Object Scenes Using Object-Aware RepresentationsIEEE International Conference on Robotics and Automation (ICRA), 2022 Negin Heravi Ayzaan Wahid Corey Lynch Peter R. Florence Travis Armstrong Jonathan Tompson P. Sermanet Jeannette Bohg Debidatta Dwibedi SSL 203 21 0 12 May 2022
Visual Attention Methods in Deep Learning: An In-Depth SurveyInformation Fusion (Inf. Fusion), 2022 Mohammed Hassanin Saeed Anwar Ibrahim Radwan Fahad Shahbaz Khan Lin Wang 253 229 0 16 Apr 2022
When Physics Meets Machine Learning: A Survey of Physics-Informed Machine Learning Chuizheng Meng Sungyong Seo Defu Cao Sam Griesemer Yan Liu PINN AI4CE 250 106 0 31 Mar 2022
Kubric: A scalable dataset generatorComputer Vision and Pattern Recognition (CVPR), 2022 Klaus Greff Francois Belletti Lucas Beyer Carl Doersch Yilun Du ... Ziyu Wang Tianhao Wu K. M. Yi Fangcheng Zhong Andrea Tagliasacchi 220 342 0 07 Mar 2022
Learning Multi-Object Dynamics with Compositional Neural Radiance FieldsConference on Robot Learning (CoRL), 2022 Danny Driess Zhiao Huang Yunzhu Li Russ Tedrake Marc Toussaint OCL AI4CE 354 90 0 24 Feb 2022
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 303 252 0 24 Nov 2021
Dynamic Visual Reasoning by Learning Differentiable Physics Models from Video and LanguageNeural Information Processing Systems (NeurIPS), 2021 Mingyu Ding Zhenfang Chen Tao Du Ping Luo J. Tenenbaum Chuang Gan VGen PINN OCL 186 79 0 28 Oct 2021
Illiterate DALL-E Learns to Compose Gautam Singh Fei Deng Sungjin Ahn CoGe OCL 302 161 0 17 Oct 2021
Generalization and Robustness Implications in Object-Centric Learning Andrea Dittadi Samuele Papa Michele De Vita Bernhard Schölkopf Ole Winther Francesco Locatello OCL OOD 250 80 0 01 Jul 2021
SIMONe: View-Invariant, Temporally-Abstracted Object Representations via Unsupervised Video DecompositionNeural Information Processing Systems (NeurIPS), 2021 Rishabh Kabra Daniel Zoran Goker Erdogan Loic Matthey Antonia Creswell M. Botvinick Alexander Lerchner Christopher P. Burgess OCL 252 85 0 07 Jun 2021
Self-supervised Video Object Segmentation by Motion GroupingIEEE International Conference on Computer Vision (ICCV), 2021 Charig Yang Hala Lamdouar Erika Lu Andrew Zisserman Weidi Xie VOS OCL 186 180 0 15 Apr 2021
Grounding Physical Concepts of Objects and Events Through Dynamic Visual ReasoningInternational Conference on Learning Representations (ICLR), 2021 Zhenfang Chen Jiayuan Mao Jiajun Wu Kwan-Yee K. Wong J. Tenenbaum Chuang Gan VGen 192 100 0 30 Mar 2021
Is Space-Time Attention All You Need for Video Understanding?International Conference on Machine Learning (ICML), 2021 Gedas Bertasius Heng Wang Lorenzo Torresani ViT 874 2,552 0 09 Feb 2021
STAN: Spatio-Temporal Attention Network for Next Location RecommendationThe Web Conference (WWW), 2021 Yingtao Luo Qiang Liu Zhaocheng Liu HAI AI4TS 160 371 0 08 Feb 2021
Slot Self-Attentive Dialogue State TrackingThe Web Conference (WWW), 2021 Fanghua Ye Jarana Manotumruksa Qiang Zhang Shenghui Li Emine Yilmaz 278 65 0 22 Jan 2021
Improving Generative Imagination in Object-Centric World ModelsInternational Conference on Machine Learning (ICML), 2020 Zhixuan Lin Yi-Fu Wu Skand Peri Bofeng Fu Jindong Jiang Sungjin Ahn OCL 191 90 0 05 Oct 2020
Unsupervised object-centric video generation and decomposition in 3DNeural Information Processing Systems (NeurIPS), 2020 Paul Henderson Christoph H. Lampert OCL 231 37 0 07 Jul 2020
Object-Centric Learning with Slot Attention Francesco Locatello Dirk Weissenborn Thomas Unterthiner Aravindh Mahendran G. Heigold Jakob Uszkoreit Alexey Dosovitskiy Thomas Kipf OCL 467 988 0 26 Jun 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 208 85 0 22 Jun 2020
End-to-End Slot Alignment and Recognition for Cross-Lingual NLUConference on Empirical Methods in Natural Language Processing (EMNLP), 2020 Weijia Xu Batool Haider Saab Mansour 204 162 0 29 Apr 2020
MA-DST: Multi-Attention Based Scalable Dialog State TrackingAAAI Conference on Artificial Intelligence (AAAI), 2020 Adarsh Kumar Peter Ku Anuj Kumar Goyal A. Metallinou Dilek Z. Hakkani-Tür 148 61 0 07 Feb 2020
PyTorch: An Imperative Style, High-Performance Deep Learning LibraryNeural Information Processing Systems (NeurIPS), 2019 Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 936 47,917 0 03 Dec 2019
Contrastive Learning of Structured World ModelsInternational Conference on Learning Representations (ICLR), 2019 Thomas Kipf Elise van der Pol Max Welling OCL DRL 330 301 0 27 Nov 2019
Entity Abstraction in Visual Model-Based Reinforcement LearningConference on Robot Learning (CoRL), 2019 Rishi Veerapaneni John D. Co-Reyes Michael Chang Michael Janner Chelsea Finn Jiajun Wu J. Tenenbaum Sergey Levine OCL OffRL 393 196 0 28 Oct 2019
R-SQAIR: Relational Sequential Attend, Infer, Repeat Aleksandar Stanić Jürgen Schmidhuber 156 31 0 11 Oct 2019
SCALOR: Generative World Models with Scalable Object RepresentationsInternational Conference on Learning Representations (ICLR), 2019 Jindong Jiang Sepehr Janghorbani Gerard de Melo Sungjin Ahn OCL DRL 367 143 0 06 Oct 2019
MONet: Unsupervised Scene Decomposition and Representation Christopher P. Burgess Loic Matthey Nicholas Watters Rishabh Kabra I. Higgins M. Botvinick Alexander Lerchner OCL 274 565 0 22 Jan 2019
Spatial Broadcast Decoder: A Simple Architecture for Learning Disentangled Representations in VAEs Nicholas Watters Loic Matthey Christopher P. Burgess Alexander Lerchner CoGe 335 181 0 21 Jan 2019
Reasoning About Physical Interactions with Object-Oriented Prediction and Planning Michael Janner Sergey Levine William T. Freeman J. Tenenbaum Chelsea Finn Jiajun Wu OCL 210 133 0 28 Dec 2018
Sequential Attend, Infer, Repeat: Generative Modelling of Moving Objects Adam R. Kosiorek Hyunjik Kim Ingmar Posner Yee Whye Teh BDL 287 265 0 05 Jun 2018
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Richard Y. Zhang Phillip Isola Alexei A. Efros Eli Shechtman Oliver Wang EGVM 1.0K 14,846 0 11 Jan 2018
Attention Is All You NeedNeural Information Processing Systems (NeurIPS), 2017 Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 2.4K 157,232 0 12 Jun 2017
Visual Interaction NetworksNeural Information Processing Systems (NeurIPS), 2017 Nicholas Watters Andrea Tacchetti T. Weber Razvan Pascanu Peter W. Battaglia Daniel Zoran PINN 3DH 235 287 0 05 Jun 2017
A Compositional Object-Based Approach to Learning Physical Dynamics Michael Chang T. Ullman Antonio Torralba J. Tenenbaum AI4CE OCL 534 451 0 01 Dec 2016
Interaction Networks for Learning about Objects, Relations and Physics Peter W. Battaglia Razvan Pascanu Matthew Lai Danilo Jimenez Rezende Koray Kavukcuoglu AI4CE OCL PINN GNN 870 1,474 0 01 Dec 2016
SGDR: Stochastic Gradient Descent with Warm Restarts I. Loshchilov Katharina Eggensperger ODL 844 9,396 0 13 Aug 2016
Denoising Criterion for Variational Auto-Encoding Framework Daniel Jiwoong Im Sungjin Ahn Roland Memisevic Yoshua Bengio 197 209 0 19 Nov 2015
Adam: A Method for Stochastic OptimizationInternational Conference on Learning Representations (ICLR), 2014 Diederik P. Kingma Jimmy Ba ODL 4.4K 160,138 0 22 Dec 2014