Improving Generative Imagination in Object-Centric World Models

5 October 2020

Papers citing "Improving Generative Imagination in Object-Centric World Models"

25 / 25 papers shown

Title
Direct Motion Models for Assessing Generated Videos Kelsey R. Allen Carl Doersch Guangyao Zhou Mohammed Suhail Danny Driess ... Thomas Kipf Mehdi S. M. Sajjadi Kevin P. Murphy João Carreira Sjoerd van Steenkiste EGVM DiffM VGen 78 0 0 30 Apr 2025
DMWM: Dual-Mind World Model with Long-Term Imagination Lingyi Wang Rashed Shelim Walid Saad Naren Ramakrishnan LRM 154 1 0 11 Feb 2025
FACTS: A Factored State-Space Framework For World Modelling Li Nanbo Firas Laakom Yucheng Xu Wenyi Wang Jürgen Schmidhuber AI4TS 151 0 0 28 Oct 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 46 5 0 22 Jul 2024
Unsupervised Dynamics Prediction with Object-Centric Kinematics Yeon-Ji Song Suhyung Choi Jaein Kim Jin-Hwa Kim Byoung-Tak Zhang 43 0 0 29 Apr 2024
Reasoning-Enhanced Object-Centric Learning for Videos Jian Li Pu Ren Yang Liu Hao Sun OCL LRM 46 2 0 22 Mar 2024
Neural Language of Thought Models Yi-Fu Wu Minseung Lee Sungjin Ahn MLLM VLM 63 6 0 02 Feb 2024
Learning Object Permanence from Videos via Latent Imaginations Manuel Traub Frederic Becker S. Otte Martin Volker Butz 33 1 0 16 Oct 2023
DREAMWALKER: Mental Planning for Continuous Vision-Language Navigation Hanqing Wang Wei Liang Luc Van Gool Wenguan Wang LM&Ro 33 28 0 14 Aug 2023
SlotDiffusion: Object-Centric Generative Modeling with Diffusion Models Ziyi Wu Jingyu Hu Wuyue Lu Igor Gilitschenski Animesh Garg DiffM OCL 36 44 0 18 May 2023
Object-Centric Video Prediction via Decoupling of Object Dynamics and Interactions Angel Villar-Corrales Ismail Wahdan Sven Behnke OCL 29 7 0 23 Feb 2023
Reusable Slotwise Mechanisms Trang Nguyen Amin Mansouri Kanika Madan Khuong N. Nguyen Kartik Ahuja Dianbo Liu Yoshua Bengio OCL 28 4 0 21 Feb 2023
Neuro-Symbolic World Models for Adapting to Open World Novelty Jonathan C. Balloch Zhiyu Lin Robert Wright Xiangyu Peng Mustafa Hussain Aarun Srinivas Julia Kim Mark O. Riedl 16 10 0 16 Jan 2023
Neural Systematic Binder Gautam Singh Yeongbin Kim Sungjin Ahn OCL 32 36 0 02 Nov 2022
Unsupervised Multi-object Segmentation by Predicting Probable Motion Patterns Laurynas Karazija Subhabrata Choudhury Iro Laina Christian Rupprecht Andrea Vedaldi OCL 106 21 0 21 Oct 2022
Compositional Law Parsing with Latent Random Functions Fan Shi Bin Li Xiangyang Xue CoGe 21 4 0 15 Sep 2022
TarGF: Learning Target Gradient Field to Rearrange Objects without Explicit Goal Specification Min-Yu Wu Fangwei Zhong Yulong Xia Hao Dong OOD 35 17 0 02 Sep 2022
Towards Improving the Generation Quality of Autoregressive Slot VAEs Patrick Emami Pan He Sanjay Ranka Anand Rangarajan OCL 35 1 0 03 Jun 2022
Simple Unsupervised Object-Centric Learning for Complex and Naturalistic Videos Gautam Singh Yi-Fu Wu Sungjin Ahn OCL 48 114 0 27 May 2022
Neural Marionette: Unsupervised Learning of Motion Skeleton and Latent Dynamics from Volumetric Video Jinseok Bae Hojun Jang Cheol-Hui Min H. Choi Y. Kim 19 5 0 17 Feb 2022
Generative Video Transformer: Can Objects be the Words? Yi-Fu Wu Jaesik Yoon Sungjin Ahn ViT 32 34 0 20 Jul 2021
Reasoning-Modulated Representations Petar Velivcković Matko Bovsnjak Thomas Kipf Alexander Lerchner R. Hadsell Razvan Pascanu Charles Blundell OCL OOD SSL 13 15 0 19 Jul 2021
CRAFT: A Benchmark for Causal Reasoning About Forces and inTeractions Tayfun Ates Muhammed Samil Atesoglu Cagatay Yigit .Ilker Kesen Mert Kobaş Erkut Erdem Aykut Erdem T. Goksun Deniz Yuret 27 31 0 08 Dec 2020
Interaction Networks for Learning about Objects, Relations and Physics Peter W. Battaglia Razvan Pascanu Matthew Lai Danilo Jimenez Rezende Koray Kavukcuoglu AI4CE OCL PINN GNN 280 1,400 0 01 Dec 2016
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 198 5,176 0 16 Sep 2016