SPACE: Unsupervised Object-Oriented Scene Representation via Spatial Attention and Decomposition

8 January 2020

Papers citing "SPACE: Unsupervised Object-Oriented Scene Representation via Spatial Attention and Decomposition"

28 / 178 papers shown

Title
HALMA: Humanlike Abstraction Learning Meets Affordance in Rapid Problem Solving Sirui Xie Xiaojian Ma Peiyu Yu Yixin Zhu Ying Nian Wu Song-Chun Zhu 39 20 0 22 Feb 2021
Towards Causal Representation Learning Bernhard Schölkopf Francesco Locatello Stefan Bauer Nan Rosemary Ke Nal Kalchbrenner Anirudh Goyal Yoshua Bengio OOD CML AI4CE 32 317 0 22 Feb 2021
Adaptive Rational Activations to Boost Deep Reinforcement Learning Quentin Delfosse P. Schramowski Martin Mundt Alejandro Molina Kristian Kersting 37 14 0 18 Feb 2021
Inducing Meaningful Units from Character Sequences with Dynamic Capacity Slot Attention Melika Behjati James Henderson OCL 18 1 0 01 Feb 2021
Understanding in Artificial Intelligence S. Maetschke D. M. Iraola Pieter Barnard Elaheh Shafieibavani Peter Zhong Ying Xu Antonio Jimeno Yepes ELM VLM 16 0 0 17 Jan 2021
Evaluating Disentanglement of Structured Representations Raphaël Dang-Nhu OCL 18 5 0 11 Jan 2021
Language-Mediated, Object-Centric Representation Learning Ruocheng Wang Jiayuan Mao S. Gershman Jiajun Wu 16 12 0 31 Dec 2020
Attention over learned object embeddings enables complex visual reasoning David Ding Felix Hill Adam Santoro Malcolm Reynolds M. Botvinick OCL 22 69 0 15 Dec 2020
On the Binding Problem in Artificial Neural Networks Klaus Greff Sjoerd van Steenkiste Jürgen Schmidhuber OCL 224 254 0 09 Dec 2020
Human Detection and Segmentation via Multi-view Consensus Isinsu Katircioglu Helge Rhodin Jorg Sporri Mathieu Salzmann Pascal Fua 11 3 0 09 Dec 2020
Unsupervised Object Keypoint Learning using Local Spatial Predictability Anand Gopalakrishnan Sjoerd van Steenkiste Jürgen Schmidhuber SSL 23 21 0 25 Nov 2020
Learning Object-Centric Video Models by Contrasting Sets Sindy Lowe Klaus Greff Rico Jonschkowski Alexey Dosovitskiy Thomas Kipf SSL OCL 14 24 0 20 Nov 2020
Refactoring Policy for Compositional Generalizability using Self-Supervised Object Proposals Tongzhou Mu Jiayuan Gu Zhiwei Jia Hao Tang Hao Su 19 13 0 26 Oct 2020
Generative Neurosymbolic Machines Jindong Jiang Sungjin Ahn BDL OCL 219 68 0 23 Oct 2020
Weakly Supervised Learning of Multi-Object 3D Scene Decompositions Using Deep Shape Priors Cathrin Elich Martin R. Oswald Marc Pollefeys Joerg Stueckler OCL 3DPC 3DV 14 12 0 08 Oct 2020
Improving Generative Imagination in Object-Centric World Models Zhixuan Lin Yi-Fu Wu Skand Peri Bofeng Fu Jindong Jiang Sungjin Ahn OCL 19 80 0 05 Oct 2020
Discovering Dynamic Salient Regions for Spatio-Temporal Graph Neural Networks Iulia Duta Andrei Liviu Nicolicioiu Marius Leordeanu 24 6 0 17 Sep 2020
Slot Contrastive Networks: A Contrastive Approach for Representing Objects Evan Racah Sarath Chandar OCL DRL 21 14 0 18 Jul 2020
Reconstruction Bottlenecks in Object-Centric Generative Models Martin Engelcke Oiwi Parker Jones Ingmar Posner OCL 35 24 0 13 Jul 2020
Unsupervised object-centric video generation and decomposition in 3D Paul Henderson Christoph H. Lampert OCL 14 36 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 35 816 0 26 Jun 2020
Disassembling Object Representations without Labels Zunlei Feng Xinchao Wang Yongming He Yike Yuan Xin Gao Xiuming Zhang OCL 18 0 0 03 Apr 2020
Better Set Representations For Relational Reasoning Qian Huang Horace He Ashutosh Kumar Singh Yan Zhang Ser-Nam Lim Austin R. Benson NAI OCL GNN 26 1 0 09 Mar 2020
Relevance-Guided Modeling of Object Dynamics for Reinforcement Learning William Agnew Pedro M. Domingos OffRL 23 3 0 03 Mar 2020
Investigating Simple Object Representations in Model-Free Deep Reinforcement Learning Guy Davidson Brenden Lake OCL OffRL 14 10 0 16 Feb 2020
SCALOR: Generative World Models with Scalable Object Representations Jindong Jiang Sepehr Janghorbani Gerard de Melo Sungjin Ahn OCL DRL 37 132 0 06 Oct 2019
An Attentive Survey of Attention Models S. Chaudhari Varun Mithal Gungor Polatkan R. Ramanath 19 639 0 05 Apr 2019
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network Wenzhe Shi Jose Caballero Ferenc Huszár J. Totz Andrew P. Aitken Rob Bishop Daniel Rueckert Zehan Wang SupR 195 5,176 0 16 Sep 2016