SIMONe: View-Invariant, Temporally-Abstracted Object Representations via
Unsupervised Video Decomposition

SIMONe: View-Invariant, Temporally-Abstracted Object Representations via Unsupervised Video Decomposition

7 June 2021

Antonia Creswell

Alexander Lerchner

Christopher P. Burgess

Papers citing "SIMONe: View-Invariant, Temporally-Abstracted Object Representations via Unsupervised Video Decomposition"

17 / 17 papers shown

Title
Dynamic Scene Understanding through Object-Centric Voxelization and Neural Rendering Yanpeng Zhao Yiwei Hao Siyu Gao Yunbo Wang Xiaokang Yang OCL 120 1 0 17 Feb 2025
Reasoning-Enhanced Object-Centric Learning for Videos Jian Li Pu Ren Yang Liu Hao-Lun Sun OCL LRM 33 2 0 22 Mar 2024
VONet: Unsupervised Video Object Learning With Parallel U-Net Attention and Object-wise Sequential VAE Haonan Yu Wei Xu ViT 25 1 0 20 Jan 2024
Enhancing Interpretable Object Abstraction via Clustering-based Slot Initialization Ni Gao Bernard Hohmann Gerhard Neumann OCL 22 2 0 22 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 20 1 0 16 Jun 2023
Neural Systematic Binder Gautam Singh Yeongbin Kim Sungjin Ahn OCL 19 36 0 02 Nov 2022
Motion-inductive Self-supervised Object Discovery in Videos Shuangrui Ding Weidi Xie Yabo Chen Rui Qian Xiaopeng Zhang H. Xiong Q. Tian VOS 14 18 0 01 Oct 2022
SAVi++: Towards End-to-End Object-Centric Learning from Real-World Videos Gamaleldin F. Elsayed Aravindh Mahendran Sjoerd van Steenkiste Klaus Greff Michael C. Mozer Thomas Kipf VOS OCL 47 136 0 15 Jun 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
Simple Unsupervised Object-Centric Learning for Complex and Naturalistic Videos Gautam Singh Yi-Fu Wu Sungjin Ahn OCL 28 113 0 27 May 2022
Object discovery and representation networks Olivier J. Hénaff Skanda Koppula Evan Shelhamer Daniel Zoran Andrew Jaegle Andrew Zisserman João Carreira Relja Arandjelović 33 87 0 16 Mar 2022
Kubric: A scalable dataset generator Klaus Greff Francois Belletti Lucas Beyer Carl Doersch Yilun Du ... Ziyu Wang Tianhao Wu K. M. Yi Fangcheng Zhong Andrea Tagliasacchi 36 250 0 07 Mar 2022
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
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 283 5,723 0 29 Apr 2021
Is Space-Time Attention All You Need for Video Understanding? Gedas Bertasius Heng Wang Lorenzo Torresani ViT 278 1,939 0 09 Feb 2021
Video Transformer Network Daniel Neimark Omri Bar Maya Zohar Dotan Asselmann ViT 193 419 0 01 Feb 2021
On the Binding Problem in Artificial Neural Networks Klaus Greff Sjoerd van Steenkiste Jürgen Schmidhuber OCL 224 252 0 09 Dec 2020