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Attend, Infer, Repeat: Fast Scene Understanding with Generative Models

28 March 2016

Papers citing "Attend, Infer, Repeat: Fast Scene Understanding with Generative Models"

50 / 241 papers shown

Title
Object Centric Concept Bottlenecks David Steinmann Wolfgang Stammer Antonia Wüst Kristian Kersting OCL 38 0 0 30 May 2025
CTRL-O: Language-Controllable Object-Centric Visual Representation Learning Aniket Didolkar Andrii Zadaianchuk Rabiul Awal Maximilian Seitzer E. Gavves Aishwarya Agrawal OCL VLM 178 3 0 27 Mar 2025
Object-centric Binding in Contrastive Language-Image Pretraining Rim Assouel Pietro Astolfi Florian Bordes M. Drozdzal Adriana Romero Soriano OCL VLM CoGe 161 3 0 19 Feb 2025
Slot-Guided Adaptation of Pre-trained Diffusion Models for Object-Centric Learning and Compositional Generation Adil Kaan Akan Yucel Yemez DiffM OCL 80 0 0 27 Jan 2025
Bridge the Inference Gaps of Neural Processes via Expectation Maximization Q. Wang Marco Federici H. V. Hoof UQCV BDL 127 15 0 08 Jan 2025
Object-centric proto-symbolic behavioural reasoning from pixels R. S. V. Bergen Justus F. Hübotter Pablo Lanillos LM&Ro OCL 203 1 0 26 Nov 2024
Exploring the Effectiveness of Object-Centric Representations in Visual Question Answering: Comparative Insights with Foundation Models Amir Mohammad Karimi Mamaghan Samuele Papa Karl Henrik Johansson Stefan Bauer Andrea Dittadi OCL 168 9 0 22 Jul 2024
Learning Disentangled Representation in Object-Centric Models for Visual Dynamics Prediction via Transformers Sanket Gandhi Atul Samanyu Mahajan Vishal Sharma Rushil Gupta Arnab Kumar Mondal Parag Singla ViT OCL 69 0 0 03 Jul 2024
Transformers and Slot Encoding for Sample Efficient Physical World Modelling Francesco Petri Luigi Asprino Aldo Gangemi OCL ViT 70 0 0 30 May 2024
SPARO: Selective Attention for Robust and Compositional Transformer Encodings for Vision Ankit Vani Bac Nguyen Samuel Lavoie Ranjay Krishna Aaron Courville 85 1 0 24 Apr 2024
Unsupervised Discovery of Object-Centric Neural Fields Rundong Luo Hong-Xing Yu Jiajun Wu 3DPC OCL 169 5 0 12 Feb 2024
VONet: Unsupervised Video Object Learning With Parallel U-Net Attention and Object-wise Sequential VAE Haonan Yu Wei Xu ViT 78 1 0 20 Jan 2024
Explicitly Disentangled Representations in Object-Centric Learning Riccardo Majellaro Jonathan Collu Aske Plaat Thomas M. Moerland CoGe OOD OCL 164 1 0 18 Jan 2024
Rethinking Variational Inference for Probabilistic Programs with Stochastic Support Tim Reichelt C. Ong Tom Rainforth 63 2 0 01 Nov 2023
RobustCLEVR: A Benchmark and Framework for Evaluating Robustness in Object-centric Learning Nathan G. Drenkow Mathias Unberath 71 5 0 28 Aug 2023
OCTScenes: A Versatile Real-World Dataset of Tabletop Scenes for Object-Centric Learning Yin-Tao Huang Tonglin Chen Zhimeng Shen Jinghao Huang Bin Li Xiangyang Xue OCL 69 1 0 16 Jun 2023
A Heavy-Tailed Algebra for Probabilistic Programming Feynman T. Liang Liam Hodgkinson Michael W. Mahoney 67 3 0 15 Jun 2023
OCAtari: Object-Centric Atari 2600 Reinforcement Learning Environments Quentin Delfosse Johannes Czech Bjarne Gregori Sebastian Sztwiertnia Kristian Kersting 108 18 0 14 Jun 2023
Contrastive Training of Complex-Valued Autoencoders for Object Discovery Aleksandar Stanić Anand Gopalakrishnan Kazuki Irie Jürgen Schmidhuber OCL 117 15 0 24 May 2023
SlotDiffusion: Object-Centric Generative Modeling with Diffusion Models Ziyi Wu Jingyu Hu Wuyue Lu Igor Gilitschenski Animesh Garg DiffM OCL 124 47 0 18 May 2023
Reusable Slotwise Mechanisms Trang Nguyen Amin Mansouri Kanika Madan Khuong N. Nguyen Kartik Ahuja Dianbo Liu Yoshua Bengio OCL 98 4 0 21 Feb 2023
Modeling Human Eye Movements with Neural Networks in a Maze-Solving Task Jason Li Nicholas Watters Yingting Wang Wang H. Sohn M. Jazayeri 32 8 0 20 Dec 2022
Towards Unsupervised Visual Reasoning: Do Off-The-Shelf Features Know How to Reason? Monika Wysoczañska Tom Monnier Tomasz Trzciñski David Picard ReLM OCL 73 1 0 20 Dec 2022
Compositional Scene Modeling with Global Object-Centric Representations Tonglin Chen Bin Li Zhimeng Shen Xiangyang Xue OCL 82 2 0 21 Nov 2022
Boosting Object Representation Learning via Motion and Object Continuity Quentin Delfosse Wolfgang Stammer Thomas Rothenbacher Dwarak Vittal Kristian Kersting OCL 82 20 0 16 Nov 2022
Dance of SNN and ANN: Solving binding problem by combining spike timing and reconstructive attention Hao Zheng Hui Lin Rong Zhao Luping Shi 63 5 0 11 Nov 2022
Active Acquisition for Multimodal Temporal Data: A Challenging Decision-Making Task Jannik Kossen Cătălina Cangea Eszter Vértes Andrew Jaegle Viorica Patraucean Ira Ktena Nenad Tomašev Danielle Belgrave 109 9 0 09 Nov 2022
Deep Causal Learning: Representation, Discovery and Inference Zizhen Deng Xiaolong Zheng Hu Tian D. Zeng CML BDL 119 11 0 07 Nov 2022
Neural Systematic Binder Gautam Singh Yeongbin Kim Sungjin Ahn OCL 114 37 0 02 Nov 2022
Unsupervised Object Representation Learning using Translation and Rotation Group Equivariant VAE Alireza Nasiri Tristan Bepler DRL 50 13 0 24 Oct 2022
Active Predictive Coding: A Unified Neural Framework for Learning Hierarchical World Models for Perception and Planning Rajesh P. N. Rao Dimitrios C. Gklezakos V. Sathish AI4CE 54 9 0 23 Oct 2022
Unsupervised Multi-object Segmentation by Predicting Probable Motion Patterns Laurynas Karazija Subhabrata Choudhury Iro Laina Christian Rupprecht Andrea Vedaldi OCL 159 21 0 21 Oct 2022
MOVE: Unsupervised Movable Object Segmentation and Detection Adam Bielski Paolo Favaro OCL 59 21 0 14 Oct 2022
Robust and Controllable Object-Centric Learning through Energy-based Models Ruixiang Zhang Tong Che Boris Ivanovic Renhao Wang Marco Pavone Yoshua Bengio Liam Paull OCL 92 8 0 11 Oct 2022
Promising or Elusive? Unsupervised Object Segmentation from Real-world Single Images Yafei Yang Bo Yang OCL 153 18 0 05 Oct 2022
Bridging the Gap to Real-World Object-Centric Learning Maximilian Seitzer Max Horn Andrii Zadaianchuk Dominik Zietlow Tianjun Xiao ... Tong He Zheng Zhang Bernhard Schölkopf Thomas Brox Francesco Locatello OCL 139 153 0 29 Sep 2022
Sample, Crop, Track: Self-Supervised Mobile 3D Object Detection for Urban Driving LiDAR Sangyun Shin Stuart Golodetz M. Vankadari Kaichen Zhou Andrew Markham Niki Trigoni 3DPC 99 3 0 21 Sep 2022
Compositional Law Parsing with Latent Random Functions Fan Shi Bin Li Xiangyang Xue CoGe 59 4 0 15 Sep 2022
Smoothness Analysis for Probabilistic Programs with Application to Optimised Variational Inference Wonyeol Lee Xavier Rival Hongseok Yang 96 10 0 22 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 101 13 0 05 Aug 2022
Recursive Neural Programs: Variational Learning of Image Grammars and Part-Whole Hierarchies Ares Fisher Rajesh P. N. Rao GAN DRL 42 2 0 16 Jun 2022
Compositional Mixture Representations for Vision and Text Stephan Alaniz Marco Federici Zeynep Akata CoGe OCL VLM 68 2 0 13 Jun 2022
Simple Unsupervised Object-Centric Learning for Complex and Naturalistic Videos Gautam Singh Yi-Fu Wu Sungjin Ahn OCL 147 121 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 113 20 0 26 May 2022
Unsupervised Multi-object Segmentation Using Attention and Soft-argmax Bruno Sauvalle A. de La Fortelle 3DPC 117 12 0 26 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 77 29 0 08 May 2022
Learning Discrete Structured Variational Auto-Encoder using Natural Evolution Strategies Alon Berliner Guy Rotman Yossi Adi Roi Reichart Tamir Hazan BDL DRL 69 4 0 03 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 131 19 0 24 Apr 2022
Inductive Biases for Object-Centric Representations in the Presence of Complex Textures Samuele Papa Ole Winther Andrea Dittadi OCL 142 14 0 18 Apr 2022
Complex-Valued Autoencoders for Object Discovery Sindy Löwe Phillip Lippe Maja R. Rudolph Max Welling BDL OCL 156 39 0 05 Apr 2022