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Unsupervised Layered Image Decomposition into Object Prototypes

29 April 2021

Papers citing "Unsupervised Layered Image Decomposition into Object Prototypes"

39 / 39 papers shown

Title
Artificial Kuramoto Oscillatory Neurons Takeru Miyato Sindy Löwe Andreas Geiger Max Welling AI4CE 180 10 0 17 Oct 2024
Unsupervised Discovery of Object-Centric Neural Fields Rundong Luo Hong-Xing Yu Jiajun Wu 3DPC OCL 159 5 0 12 Feb 2024
Toward unsupervised, multi-object discovery in large-scale image collections Huy V. Vo P. Pérez Jean Ponce OCL 62 74 0 06 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 225 859 0 26 Jun 2020
Deep Transformation-Invariant Clustering Tom Monnier Thibault Groueix Mathieu Aubry OOD 3DH 49 34 0 19 Jun 2020
SCAN: Learning to Classify Images without Labels Wouter Van Gansbeke Simon Vandenhende Stamatios Georgoulis Marc Proesmans Luc Van Gool VLM SSL 113 540 0 25 May 2020
Towards causal generative scene models via competition of experts Julius von Kügelgen Ivan Ustyuzhaninov Peter V. Gehler Matthias Bethge Bernhard Schölkopf OCL 3DV 58 51 0 27 Apr 2020
Learning to Manipulate Individual Objects in an Image Yanchao Yang Yutong Chen Stefano Soatto OCL 95 38 0 11 Apr 2020
SPACE: Unsupervised Object-Oriented Scene Representation via Spatial Attention and Decomposition Zhixuan Lin Yi-Fu Wu Skand Peri Weihao Sun Gautam Singh Fei Deng Jindong Jiang Sungjin Ahn BDL OCL 3DPC 168 250 0 08 Jan 2020
Jointly Aligning Millions of Images with Deep Penalised Reconstruction Congealing R. Annunziata Christos Sagonas Jacques Calì 20 7 0 12 Aug 2019
GENESIS: Generative Scene Inference and Sampling with Object-Centric Latent Representations Martin Engelcke Adam R. Kosiorek Oiwi Parker Jones Ingmar Posner OCL 139 308 0 30 Jul 2019
Unsupervised State Representation Learning in Atari Ankesh Anand Evan Racah Sherjil Ozair Yoshua Bengio Marc-Alexandre Côté R. Devon Hjelm SSL 82 255 0 19 Jun 2019
Stacked Capsule Autoencoders Adam R. Kosiorek S. Sabour Yee Whye Teh Geoffrey E. Hinton OCL 51 262 0 17 Jun 2019
Object Discovery with a Copy-Pasting GAN Relja Arandjelović Andrew Zisserman 77 58 0 27 May 2019
Unsupervised Object Segmentation by Redrawing Mickaël Chen Thierry Artières Ludovic Denoyer 71 141 0 27 May 2019
Unsupervised Image Matching and Object Discovery as Optimization Huy V. Vo Francis R. Bach Minsu Cho Kai Han Yann LeCun P. Pérez Jean Ponce OCL 106 66 0 05 Apr 2019
Multi-Object Representation Learning with Iterative Variational Inference Klaus Greff Raphael Lopez Kaufman Rishabh Kabra Nicholas Watters Christopher P. Burgess Daniel Zoran Loic Matthey M. Botvinick Alexander Lerchner OCL SSL 106 510 0 01 Mar 2019
MONet: Unsupervised Scene Decomposition and Representation Christopher P. Burgess Loic Matthey Nicholas Watters Rishabh Kabra I. Higgins M. Botvinick Alexander Lerchner OCL 88 529 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 92 169 0 21 Jan 2019
FineGAN: Unsupervised Hierarchical Disentanglement for Fine-Grained Object Generation and Discovery Krishna Kumar Singh Utkarsh Ojha Yong Jae Lee OCL 118 132 0 27 Nov 2018
Invariant Information Clustering for Unsupervised Image Classification and Segmentation Xu Ji João F. Henriques Andrea Vedaldi SSL VLM 93 852 0 17 Jul 2018
Sequential Attend, Infer, Repeat: Generative Modelling of Moving Objects Adam R. Kosiorek Hyunjik Kim Ingmar Posner Yee Whye Teh BDL 93 258 0 05 Jun 2018
ST-GAN: Spatial Transformer Generative Adversarial Networks for Image Compositing Chen-Hsuan Lin Ersin Yumer Oliver Wang Eli Shechtman Simon Lucey GAN 81 222 0 05 Mar 2018
Relational Neural Expectation Maximization: Unsupervised Discovery of Objects and their Interactions Sjoerd van Steenkiste Michael Chang Klaus Greff Jürgen Schmidhuber BDL OCL DRL 209 292 0 28 Feb 2018
Neural Expectation Maximization Klaus Greff Sjoerd van Steenkiste Jürgen Schmidhuber OCL 129 287 0 11 Aug 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 792 132,454 0 12 Jun 2017
LR-GAN: Layered Recursive Generative Adversarial Networks for Image Generation Jianwei Yang A. Kannan Dhruv Batra Devi Parikh GAN 84 241 0 05 Mar 2017
Learning Discrete Representations via Information Maximizing Self-Augmented Training Weihua Hu Takeru Miyato Seiya Tokui Eiichi Matsumoto Masashi Sugiyama 83 452 0 28 Feb 2017
CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning Justin Johnson B. Hariharan Laurens van der Maaten Li Fei-Fei C. L. Zitnick Ross B. Girshick CoGe 313 2,391 0 20 Dec 2016
Categorical Reparameterization with Gumbel-Softmax Eric Jang S. Gu Ben Poole BDL 363 5,388 0 03 Nov 2016
The Concrete Distribution: A Continuous Relaxation of Discrete Random Variables Chris J. Maddison A. Mnih Yee Whye Teh BDL 200 2,537 0 02 Nov 2016
Tagger: Deep Unsupervised Perceptual Grouping Klaus Greff Antti Rasmus Mathias Berglund T. Hao Jürgen Schmidhuber Harri Valpola OCL 83 161 0 21 Jun 2016
Attend, Infer, Repeat: Fast Scene Understanding with Generative Models S. M. Ali Eslami N. Heess T. Weber Yuval Tassa David Szepesvari Koray Kavukcuoglu Geoffrey E. Hinton 3DV BDL OCL 131 551 0 28 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,510 0 10 Dec 2015
Binding via Reconstruction Clustering Klaus Greff R. Srivastava Jürgen Schmidhuber OCL 62 40 0 19 Nov 2015
Spatial Transformer Networks Max Jaderberg Karen Simonyan Andrew Zisserman Koray Kavukcuoglu 316 7,396 0 05 Jun 2015
Unsupervised Object Discovery and Localization in the Wild: Part-based Matching with Bottom-up Region Proposals Minsu Cho Suha Kwak Cordelia Schmid Jean Ponce 83 280 0 25 Jan 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,364 0 22 Dec 2014
Unsupervised Joint Alignment and Clustering using Bayesian Nonparametrics Marwan A. Mattar Allen R. Hanson Erik Learned-Miller 89 19 0 16 Oct 2012