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"

50 / 178 papers shown

Title
Compositional Law Parsing with Latent Random Functions Fan Shi Bin Li Xiangyang Xue CoGe 19 4 0 15 Sep 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 24 16 0 22 Jul 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
Patch-based Object-centric Transformers for Efficient Video Generation Wilson Yan Ryogo Okumura Stephen James Pieter Abbeel DiffM ViT 23 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 10 2 0 07 Jun 2022
Towards Improving the Generation Quality of Autoregressive Slot VAEs Patrick Emami Pan He Sanjay Ranka Anand Rangarajan OCL 25 1 0 03 Jun 2022
Unsupervised Image Representation Learning with Deep Latent Particles Tal Daniel Aviv Tamar OCL SSL 11 9 0 31 May 2022
Simple Unsupervised Object-Centric Learning for Complex and Naturalistic Videos Gautam Singh Yi-Fu Wu Sungjin Ahn OCL 33 114 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 21 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
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
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
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
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
Inductive Biases for Object-Centric Representations in the Presence of Complex Textures Samuele Papa Ole Winther Andrea Dittadi OCL 16 14 0 18 Apr 2022
Complex-Valued Autoencoders for Object Discovery Sindy Lowe Phillip Lippe Maja R. Rudolph Max Welling BDL OCL 16 37 0 05 Apr 2022
Discovering Objects that Can Move Zhipeng Bao P. Tokmakov Allan Jabri Yu-xiong Wang Adrien Gaidon M. Hebert OCL 21 43 0 18 Mar 2022
Reasoning with Scene Graphs for Robot Planning under Partial Observability S. Amiri Kishan Chandan Shiqi Zhang 19 45 0 21 Feb 2022
VAEL: Bridging Variational Autoencoders and Probabilistic Logic Programming Eleonora Misino G. Marra Emanuele Sansone 16 21 0 07 Feb 2022
Unsupervised Learning of Compositional Scene Representations from Multiple Unspecified Viewpoints Jinyang Yuan Bin Li Xiangyang Xue CoGe OCL 4 11 0 07 Dec 2021
Interactive Disentanglement: Learning Concepts by Interacting with their Prototype Representations Wolfgang Stammer Marius Memmel P. Schramowski Kristian Kersting 89 26 0 04 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 39 213 0 24 Nov 2021
ClevrTex: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation Laurynas Karazija Iro Laina Christian Rupprecht 3DV VOS 27 83 0 19 Nov 2021
Compositional Transformers for Scene Generation Drew A. Hudson C. L. Zitnick ViT 34 34 0 17 Nov 2021
Learning Object-Centric Representations of Multi-Object Scenes from Multiple Views Nanbo Li Cian Eastwood Robert B. Fisher OCL 11 53 0 13 Nov 2021
Unsupervised Part Discovery from Contrastive Reconstruction Subhabrata Choudhury Iro Laina Christian Rupprecht Andrea Vedaldi OCL SSL 172 62 0 11 Nov 2021
Object-Centric Representation Learning with Generative Spatial-Temporal Factorization Nanbo Li Muhammad Ahmed Raza Wenbin Hu Zhaole Sun Robert B. Fisher OCL 13 14 0 09 Nov 2021
Unsupervised Foreground Extraction via Deep Region Competition Peiyu Yu Sirui Xie Xiaojian Ma Yixin Zhu Ying Nian Wu Song-Chun Zhu OCL 24 42 0 29 Oct 2021
Illiterate DALL-E Learns to Compose Gautam Singh Fei Deng Sungjin Ahn CoGe OCL 27 132 0 17 Oct 2021
Unsupervised Object Learning via Common Fate Matthias Tangemann Steffen Schneider Julius von Kügelgen Francesco Locatello Peter V. Gehler Thomas Brox Matthias Kümmerer Matthias Bethge Bernhard Schölkopf OCL 28 23 0 13 Oct 2021
Unsupervised Image Decomposition with Phase-Correlation Networks Angel Villar-Corrales Sven Behnke OCL 20 4 0 07 Oct 2021
SLASH: Embracing Probabilistic Circuits into Neural Answer Set Programming Arseny Skryagin Wolfgang Stammer Daniel Ochs D. Dhami Kristian Kersting NAI 19 6 0 07 Oct 2021
Self-Supervised Decomposition, Disentanglement and Prediction of Video Sequences while Interpreting Dynamics: A Koopman Perspective Armand Comas Massague S. Ghimire Haolin Li M. Sznaier Octavia Camps 21 2 0 01 Oct 2021
Generative Video Transformer: Can Objects be the Words? Yi-Fu Wu Jaesik Yoon Sungjin Ahn ViT 19 34 0 20 Jul 2021
Structured World Belief for Reinforcement Learning in POMDP Gautam Singh Skand Peri Junghyun Kim Hyunseok Kim Sungjin Ahn OCL 16 27 0 19 Jul 2021
Unsupervised Discovery of Object Radiance Fields Hong-Xing Yu Leonidas J. Guibas Jiajun Wu OCL 13 121 0 16 Jul 2021
Generalization and Robustness Implications in Object-Centric Learning Andrea Dittadi Samuele Papa Michele De Vita Bernhard Schölkopf Ole Winther Francesco Locatello OCL OOD 19 74 0 01 Jul 2021
Conjugate Energy-Based Models Hao Wu Babak Esmaeili Michael L. Wick Jean-Baptiste Tristan Jan Willem van de Meent 11 2 0 25 Jun 2021
Spatially Invariant Unsupervised 3D Object-Centric Learning and Scene Decomposition Tianyu Wang Miaomiao Liu K. S. Ng 3DPC OCL 26 2 0 10 Jun 2021
SIMONe: View-Invariant, Temporally-Abstracted Object Representations via Unsupervised Video Decomposition Rishabh Kabra Daniel Zoran Goker Erdogan Loic Matthey Antonia Creswell M. Botvinick Alexander Lerchner Christopher P. Burgess OCL 30 76 0 07 Jun 2021
Efficient Iterative Amortized Inference for Learning Symmetric and Disentangled Multi-Object Representations Patrick Emami Pan He Sanjay Ranka Anand Rangarajan OCL 13 44 0 07 Jun 2021
GMAIR: Unsupervised Object Detection Based on Spatial Attention and Gaussian Mixture Weijin Zhu Yao Shen Linfeng Yu Lizeth Patricia Aguirre Sanchez 17 3 0 03 Jun 2021
APEX: Unsupervised, Object-Centric Scene Segmentation and Tracking for Robot Manipulation Yizhe Wu Oiwi Parker Jones Martin Engelcke Ingmar Posner 3DPC 17 19 0 31 May 2021
Unsupervised Layered Image Decomposition into Object Prototypes Tom Monnier Elliot Vincent Jean Ponce Mathieu Aubry OCL 9 53 0 29 Apr 2021
MarioNette: Self-Supervised Sprite Learning Dmitriy Smirnov Michael Gharbi Matthew Fisher Vitor Campagnolo Guizilini Alexei A. Efros Justin Solomon SSL OCL 66 37 0 29 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
Jointly Learning Truth-Conditional Denotations and Groundings using Parallel Attention Leon Bergen Dzmitry Bahdanau Timothy J. O'Donnell FedML 6 1 0 14 Apr 2021
GATSBI: Generative Agent-centric Spatio-temporal Object Interaction Cheol-Hui Min Jinseok Bae Junho Lee Y. Kim 13 7 0 09 Apr 2021
Decomposing 3D Scenes into Objects via Unsupervised Volume Segmentation Karl Stelzner Kristian Kersting Adam R. Kosiorek 30 107 0 02 Apr 2021
Learning Foreground-Background Segmentation from Improved Layered GANs Yu Yang Hakan Bilen Qiran Zou Wing Yin Cheung Xian-Wei Ji GAN SSeg 16 14 0 01 Apr 2021