Conditional Object-Centric Learning from Video

24 November 2021

Thomas Kipf

Gamaleldin F. Elsayed

Alexey Dosovitskiy

Papers citing "Conditional Object-Centric Learning from Video"

50 / 166 papers shown

Title
Object Discovery from Motion-Guided Tokens Zhipeng Bao P. Tokmakov Yu-xiong Wang Adrien Gaidon M. Hebert OCL 14 13 0 27 Mar 2023
Neural Constraint Satisfaction: Hierarchical Abstraction for Combinatorial Generalization in Object Rearrangement Michael Chang Alyssa Dayan Franziska Meier Thomas L. Griffiths Sergey Levine Amy Zhang OCL OffRL 6 9 0 20 Mar 2023
Object-Centric Slot Diffusion Jindong Jiang Fei Deng Gautam Singh S. Ahn DiffM BDL OCL 11 56 0 20 Mar 2023
Probing neural representations of scene perception in a hippocampally dependent task using artificial neural networks Markus Frey Christian F. Doeller Caswell Barry 21 4 0 11 Mar 2023
Controllable Video Generation by Learning the Underlying Dynamical System with Neural ODE Yucheng Xu Nanbo Li A. Goel Zijian Guo Zonghai Yao H. Kasaei Mohammad-Sajad Kasaei Zhibin Li 28 5 0 09 Mar 2023
Semantic Attention Flow Fields for Monocular Dynamic Scene Decomposition Yiqing Liang Eliot Laidlaw Alexander Meyerowitz Srinath Sridhar James Tompkin VOS 17 12 0 02 Mar 2023
Perceiving Unseen 3D Objects by Poking the Objects Linghao Chen Yunzhou Song Hujun Bao Xiaowei Zhou 26 9 0 26 Feb 2023
Object-Centric Video Prediction via Decoupling of Object Dynamics and Interactions Angel Villar-Corrales Ismail Wahdan Sven Behnke OCL 6 7 0 23 Feb 2023
Reusable Slotwise Mechanisms Trang Nguyen Amin Mansouri Kanika Madan Khuong N. Nguyen Kartik Ahuja Dianbo Liu Yoshua Bengio OCL 10 4 0 21 Feb 2023
Object-centric Learning with Cyclic Walks between Parts and Whole Ziyu Wang Mike Zheng Shou Mengmi Zhang OCL 12 9 0 16 Feb 2023
Invariant Slot Attention: Object Discovery with Slot-Centric Reference Frames Ondrej Biza Sjoerd van Steenkiste Mehdi S. M. Sajjadi Gamaleldin F. Elsayed Aravindh Mahendran Thomas Kipf OCL 19 22 0 09 Feb 2023
An Investigation into Pre-Training Object-Centric Representations for Reinforcement Learning Jaesik Yoon Yi-Fu Wu Heechul Bae Sungjin Ahn OCL 9 39 0 09 Feb 2023
Unlocking Slot Attention by Changing Optimal Transport Costs Yan Zhang David W. Zhang Simon Lacoste-Julien Gertjan J. Burghouts Cees G. M. Snoek OCL 16 8 0 30 Jan 2023
GPViT: A High Resolution Non-Hierarchical Vision Transformer with Group Propagation Chenhongyi Yang Jiarui Xu Shalini De Mello Elliot J. Crowley X. Wang ViT 19 21 0 13 Dec 2022
OAMixer: Object-aware Mixing Layer for Vision Transformers H. Kang Sangwoo Mo Jinwoo Shin VLM 29 4 0 13 Dec 2022
WALDO: Future Video Synthesis using Object Layer Decomposition and Parametric Flow Prediction G. L. Moing Jean Ponce Cordelia Schmid 11 6 0 25 Nov 2022
Boosting Object Representation Learning via Motion and Object Continuity Quentin Delfosse Wolfgang Stammer Thomas Rothenbacher Dwarak Vittal Kristian Kersting OCL 14 20 0 16 Nov 2022
Neural Systematic Binder Gautam Singh Yeongbin Kim Sungjin Ahn OCL 11 29 0 02 Nov 2022
Unsupervised Multi-object Segmentation by Predicting Probable Motion Patterns Laurynas Karazija Subhabrata Choudhury Iro Laina Christian Rupprecht Andrea Vedaldi OCL 90 20 0 21 Oct 2022
Solving Reasoning Tasks with a Slot Transformer Ryan Faulkner Daniel Zoran LRM 13 1 0 20 Oct 2022
Improving Object-centric Learning with Query Optimization Baoxiong Jia Yu Liu Siyuan Huang OCL 8 49 0 17 Oct 2022
Unsupervised Learning of Equivariant Structure from Sequences Takeru Miyato Masanori Koyama Kenji Fukumizu 13 12 0 12 Oct 2022
SlotFormer: Unsupervised Visual Dynamics Simulation with Object-Centric Models Ziyi Wu Nikita Dvornik Klaus Greff Thomas Kipf Animesh Garg OCL BDL 56 87 0 12 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 17 7 0 11 Oct 2022
OGC: Unsupervised 3D Object Segmentation from Rigid Dynamics of Point Clouds Ziyang Song Bo Yang 3DPC 93 30 0 10 Oct 2022
Differentiable Mathematical Programming for Object-Centric Representation Learning Adeel Pervez Phillip Lippe E. Gavves OCL 26 5 0 05 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 14 14 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 16 96 0 29 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 8 11 0 05 Aug 2022
Neural Groundplans: Persistent Neural Scene Representations from a Single Image Prafull Sharma A. Tewari Yilun Du Sergey Zakharov Rares Ambrus Adrien Gaidon William T. Freeman F. Durand J. Tenenbaum Vincent Sitzmann SSL OCL 14 16 0 22 Jul 2022
Unsupervised Semantic Segmentation with Self-supervised Object-centric Representations Andrii Zadaianchuk Matthaeus Kleindessner Yi Zhu Francesco Locatello Thomas Brox 12 49 0 11 Jul 2022
Segmenting Moving Objects via an Object-Centric Layered Representation Jun Xie Weidi Xie Andrew Zisserman VOS OCL 15 47 0 05 Jul 2022
Object Representations as Fixed Points: Training Iterative Refinement Algorithms with Implicit Differentiation Michael Chang Thomas L. Griffiths Sergey Levine OCL 44 59 0 02 Jul 2022
TUSK: Task-Agnostic Unsupervised Keypoints Yuhe Jin Weiwei Sun J. Hosang Eduard Trulls K. M. Yi 4 5 0 16 Jun 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 29 136 0 15 Jun 2022
Object Scene Representation Transformer Mehdi S. M. Sajjadi Daniel Duckworth Aravindh Mahendran Sjoerd van Steenkiste Filip Pavetić Mario Luvcić Leonidas J. Guibas Klaus Greff Thomas Kipf ViT OCL 6 89 0 14 Jun 2022
Causal Representation Learning for Instantaneous and Temporal Effects in Interactive Systems Phillip Lippe Sara Magliacane Sindy Lowe Yuki M. Asano Taco S. Cohen E. Gavves CML 11 28 0 13 Jun 2022
Patch-based Object-centric Transformers for Efficient Video Generation Wilson Yan Ryogo Okumura Stephen James Pieter Abbeel DiffM ViT 15 6 0 08 Jun 2022
ObPose: Leveraging Pose for Object-Centric Scene Inference and Generation in 3D Yizhe Wu Oiwi Parker Jones Ingmar Posner OCL BDL 8 2 0 07 Jun 2022
Learning with Capsules: A Survey Fabio De Sousa Ribeiro Kevin Duarte Miles Everett Georgios Leontidis M. Shah 3DPC MedIm 15 17 0 06 Jun 2022
From Keypoints to Object Landmarks via Self-Training Correspondence: A novel approach to Unsupervised Landmark Discovery Dimitrios Mallis Enrique Sanchez Matt Bell Georgios Tzimiropoulos SSL 3DPC 20 6 0 31 May 2022
Self-Supervised Visual Representation Learning with Semantic Grouping Xin Wen Bingchen Zhao Anlin Zheng X. Zhang Xiaojuan Qi SSL 92 71 0 30 May 2022
Simple Unsupervised Object-Centric Learning for Complex and Naturalistic Videos Gautam Singh Yi-Fu Wu Sungjin Ahn OCL 15 113 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 10 16 0 26 May 2022
Unsupervised Segmentation in Real-World Images via Spelke Object Inference Honglin Chen R. Venkatesh Yoni Friedman Jiajun Wu J. Tenenbaum Daniel L. K. Yamins Daniel M. Bear OCL 125 27 0 17 May 2022
Guess What Moves: Unsupervised Video and Image Segmentation by Anticipating Motion Subhabrata Choudhury Laurynas Karazija Iro Laina Andrea Vedaldi Christian Rupprecht OCL VOS 100 39 0 16 May 2022
Visuomotor Control in Multi-Object Scenes Using Object-Aware Representations Negin Heravi Ayzaan Wahid Corey Lynch Peter R. Florence Travis Armstrong Jonathan Tompson P. Sermanet Jeannette Bohg Debidatta Dwibedi SSL 54 13 0 12 May 2022
Unsupervised Discovery and Composition of Object Light Fields Cameron Smith Hong-Xing Yu Sergey Zakharov F. Durand J. Tenenbaum Jiajun Wu Vincent Sitzmann OCL 14 29 0 08 May 2022
Toward Compositional Generalization in Object-Oriented World Modeling Linfeng Zhao Lingzhi Kong Robin G. Walters Lawson L. S. Wong OCL 13 21 0 28 Apr 2022
Inductive Biases for Object-Centric Representations in the Presence of Complex Textures Samuele Papa Ole Winther Andrea Dittadi OCL 6 14 0 18 Apr 2022