Object-Centric Learning with Slot Attention

26 June 2020

Francesco Locatello

Alexey Dosovitskiy

Papers citing "Object-Centric Learning with Slot Attention"

50 / 193 papers shown

Title
Compositional Law Parsing with Latent Random Functions Fan Shi Bin Li Xiangyang Xue CoGe 19 4 0 15 Sep 2022
Perceiver-Actor: A Multi-Task Transformer for Robotic Manipulation Mohit Shridhar Lucas Manuelli D. Fox LM&Ro 155 456 0 12 Sep 2022
Refine and Represent: Region-to-Object Representation Learning Akash Gokul Konstantinos Kallidromitis Shufang Li Yu Kato Kazuki Kozuka Trevor Darrell Colorado Reed SSeg 27 5 0 25 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 24 12 0 05 Aug 2022
Learning Multi-Object Symbols for Manipulation with Attentive Deep Effect Predictors Alper Ahmetoglu Erhan Öztop Emre Ugur 11 4 0 01 Aug 2022
Is an Object-Centric Video Representation Beneficial for Transfer? Chuhan Zhang Ankush Gupta Andrew Zisserman ViT 31 26 0 20 Jul 2022
Assaying Out-Of-Distribution Generalization in Transfer Learning F. Wenzel Andrea Dittadi Peter V. Gehler Carl-Johann Simon-Gabriel Max Horn ... Chris Russell Thomas Brox Bernt Schiele Bernhard Schölkopf Francesco Locatello OOD OODD AAML 49 71 0 19 Jul 2022
Unsupervised Semantic Segmentation with Self-supervised Object-centric Representations Andrii Zadaianchuk Matthaeus Kleindessner Yi Zhu Francesco Locatello Thomas Brox 22 49 0 11 Jul 2022
Transformers are Adaptable Task Planners Vidhi Jain Yixin Lin Eric Undersander Yonatan Bisk Akshara Rai 15 24 0 06 Jul 2022
Segmenting Moving Objects via an Object-Centric Layered Representation Jun Xie Weidi Xie Andrew Zisserman VOS OCL 28 47 0 05 Jul 2022
Image Amodal Completion: A Survey Jiayang Ao Qiuhong Ke Krista A. Ehinger 22 16 0 05 Jul 2022
Object Representations as Fixed Points: Training Iterative Refinement Algorithms with Implicit Differentiation Michael Chang Thomas L. Griffiths Sergey Levine OCL 54 59 0 02 Jul 2022
Towards Unsupervised Content Disentanglement in Sentence Representations via Syntactic Roles G. Felhi Joseph Le Roux Djamé Seddah DRL 16 5 0 22 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 47 137 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 22 89 0 14 Jun 2022
Learning with Capsules: A Survey Fabio De Sousa Ribeiro Kevin Duarte Miles Everett Georgios Leontidis M. Shah 3DPC MedIm 18 19 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 30 6 0 31 May 2022
Simple Unsupervised Object-Centric Learning for Complex and Naturalistic Videos Gautam Singh Yi-Fu Wu Sungjin Ahn OCL 40 114 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 26 20 0 26 May 2022
Unsupervised Multi-object Segmentation Using Attention and Soft-argmax Bruno Sauvalle A. de La Fortelle 3DPC 44 12 0 26 May 2022
Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization Luke Melas-Kyriazi Christian Rupprecht Iro Laina Andrea Vedaldi 28 159 0 16 May 2022
Exploiting Inductive Bias in Transformers for Unsupervised Disentanglement of Syntax and Semantics with VAEs G. Felhi Joseph Le Roux Djamé Seddah DRL 26 2 0 12 May 2022
Learning First-Order Symbolic Planning Representations That Are Grounded Andrés Occhipinti Liberman Blai Bonet Hector Geffner NAI 19 7 0 25 Apr 2022
RelViT: Concept-guided Vision Transformer for Visual Relational Reasoning Xiaojian Ma Weili Nie Zhiding Yu Huaizu Jiang Chaowei Xiao Yuke Zhu Song-Chun Zhu Anima Anandkumar ViT LRM 22 19 0 24 Apr 2022
Deformable Sprites for Unsupervised Video Decomposition Vickie Ye Zhengqi Li Richard Tucker Angjoo Kanazawa Noah Snavely OCL 21 63 0 14 Apr 2022
From Statistical to Causal Learning Bernhard Schölkopf Julius von Kügelgen CML 28 45 0 01 Apr 2022
Weakly supervised causal representation learning Johann Brehmer P. D. Haan Phillip Lippe Taco S. Cohen OOD CML 28 120 0 30 Mar 2022
Unsupervised Learning of Temporal Abstractions with Slot-based Transformers Anand Gopalakrishnan Kazuki Irie Jürgen Schmidhuber Sjoerd van Steenkiste OffRL 24 16 0 25 Mar 2022
Object discovery and representation networks Olivier J. Hénaff Skanda Koppula Evan Shelhamer Daniel Zoran Andrew Jaegle Andrew Zisserman João Carreira Relja Arandjelović 35 87 0 16 Mar 2022
Style Transformer for Image Inversion and Editing Xueqi Hu Qiusheng Huang Zhengyi Shi Siyuan Li Changxin Gao Li Sun Qingli Li 28 55 0 15 Mar 2022
Towards Self-Supervised Learning of Global and Object-Centric Representations Federico Baldassarre Hossein Azizpour SSL 3DPC OCL 35 13 0 11 Mar 2022
Policy Architectures for Compositional Generalization in Control Allan Zhou Vikash Kumar Chelsea Finn Aravind Rajeswaran 18 22 0 10 Mar 2022
Kubric: A scalable dataset generator Klaus Greff Francois Belletti Lucas Beyer Carl Doersch Yilun Du ... Ziyu Wang Tianhao Wu K. M. Yi Fangcheng Zhong Andrea Tagliasacchi 41 250 0 07 Mar 2022
PartAfford: Part-level Affordance Discovery from 3D Objects Chao Xu Yixin Chen He-Nan Wang Song-Chun Zhu Yixin Zhu Siyuan Huang 21 25 0 28 Feb 2022
Measuring CLEVRness: Blackbox testing of Visual Reasoning Models Spyridon Mouselinos Henryk Michalewski Mateusz Malinowski 13 3 0 24 Feb 2022
GroupViT: Semantic Segmentation Emerges from Text Supervision Jiarui Xu Shalini De Mello Sifei Liu Wonmin Byeon Thomas Breuel Jan Kautz X. Wang ViT VLM 189 499 0 22 Feb 2022
COMPASS: Contrastive Multimodal Pretraining for Autonomous Systems Shuang Ma Sai H. Vemprala Wenshan Wang Jayesh K. Gupta Yale Song Daniel J. McDuff Ashish Kapoor SSL 24 9 0 20 Feb 2022
Abstraction for Deep Reinforcement Learning Murray Shanahan Melanie Mitchell OffRL 24 28 0 10 Feb 2022
VAEL: Bridging Variational Autoencoders and Probabilistic Logic Programming Eleonora Misino G. Marra Emanuele Sansone 16 21 0 07 Feb 2022
Filtered-CoPhy: Unsupervised Learning of Counterfactual Physics in Pixel Space Steeven Janny Fabien Baradel Natalia Neverova M. Nadri Greg Mori Christian Wolf CML 33 15 0 01 Feb 2022
Learning Super-Features for Image Retrieval Philippe Weinzaepfel Thomas Lucas Diane Larlus Yannis Kalantidis SupR VLM 27 45 0 31 Jan 2022
Deep Learning Methods for Abstract Visual Reasoning: A Survey on Raven's Progressive Matrices Mikolaj Malkiñski Jacek Mañdziuk 120 41 0 28 Jan 2022
EM-driven unsupervised learning for efficient motion segmentation E. Meunier A. Badoual P. Bouthemy 25 39 0 06 Jan 2022
Slot-VPS: Object-centric Representation Learning for Video Panoptic Segmentation Yi Zhou Hui Zhang Hana Lee Shuyang Sun Pingjun Li Yangguang Zhu ByungIn Yoo Xiaojuan Qi Jae-Joon Han VOS 25 26 0 16 Dec 2021
PTR: A Benchmark for Part-based Conceptual, Relational, and Physical Reasoning Yining Hong Li Yi J. Tenenbaum Antonio Torralba Chuang Gan 9 39 0 09 Dec 2021
OOD-CV: A Benchmark for Robustness to Out-of-Distribution Shifts of Individual Nuisances in Natural Images Bingchen Zhao Shaozuo Yu Wufei Ma M. Yu Shenxiao Mei Angtian Wang Ju He Alan Yuille Adam Kortylewski 21 53 0 29 Nov 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
Multiset-Equivariant Set Prediction with Approximate Implicit Differentiation Yan Zhang David W. Zhang Simon Lacoste-Julien Gertjan J. Burghouts Cees G. M. Snoek BDL 35 21 0 23 Nov 2021
ClevrTex: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation Laurynas Karazija Iro Laina Christian Rupprecht 3DV VOS 27 84 0 19 Nov 2021
Class Token and Knowledge Distillation for Multi-head Self-Attention Speaker Verification Systems Victoria Mingote A. Miguel A. O. Giménez EDUARDO LLEIDA SOLANO 25 10 0 06 Nov 2021