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
Ablation Study to Clarify the Mechanism of Object Segmentation in Multi-Object Representation Learning Takayuki Komatsu Y. Ohmura Y. Kuniyoshi OCL 17 0 0 05 Oct 2023
Variational Inference for Scalable 3D Object-centric Learning Tianyu Wang K. S. Ng Miaomiao Liu OCL DRL 3DPC 22 0 0 25 Sep 2023
Self-Correlation and Cross-Correlation Learning for Few-Shot Remote Sensing Image Semantic Segmentation Linhan Wang Shuo Lei Jianfeng He Shengkun Wang Min Zhang Chang-Tien Lu 14 6 0 11 Sep 2023
RobustCLEVR: A Benchmark and Framework for Evaluating Robustness in Object-centric Learning Nathan G. Drenkow Mathias Unberath 24 4 0 28 Aug 2023
Goal-Conditioned Reinforcement Learning with Disentanglement-based Reachability Planning Zhifeng Qian Mingyu You Hongjun Zhou Xuanhui Xu Bin He 21 3 0 20 Jul 2023
Grounded Object Centric Learning Avinash Kori Francesco Locatello Fabio De Sousa Ribeiro Francesca Toni Ben Glocker OCL 17 7 0 18 Jul 2023
Additive Decoders for Latent Variables Identification and Cartesian-Product Extrapolation Sébastien Lachapelle Divyat Mahajan Ioannis Mitliagkas Simon Lacoste-Julien 34 25 0 05 Jul 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 25 1 0 16 Jun 2023
Granger-Causal Hierarchical Skill Discovery Caleb Chuck Kevin Black Aditya Arjun Yuke Zhu S. Niekum OffRL 25 1 0 15 Jun 2023
OCAtari: Object-Centric Atari 2600 Reinforcement Learning Environments Quentin Delfosse Jannis Blüml Bjarne Gregori Sebastian Sztwiertnia Kristian Kersting 38 17 0 14 Jun 2023
Scalable Neural-Probabilistic Answer Set Programming Arseny Skryagin Daniel Ochs D. Dhami Kristian Kersting 30 5 0 14 Jun 2023
Online Prototype Alignment for Few-shot Policy Transfer Qi Yi Rui Zhang Shaohui Peng Jiaming Guo Yunkai Gao ... Xingui Hu Zidong Du Xishan Zhang Qi Guo Yunji Chen OffRL 11 4 0 12 Jun 2023
Slot-VAE: Object-Centric Scene Generation with Slot Attention Yanbo Wang Letao Liu Justin Dauwels OCL BDL DRL 23 15 0 12 Jun 2023
DDLP: Unsupervised Object-Centric Video Prediction with Deep Dynamic Latent Particles Tal Daniel Aviv Tamar DiffM 17 7 0 09 Jun 2023
Object-Centric Learning for Real-World Videos by Predicting Temporal Feature Similarities Andrii Zadaianchuk Maximilian Seitzer Georg Martius OCL 20 38 0 07 Jun 2023
Cycle Consistency Driven Object Discovery Aniket Didolkar Anirudh Goyal Yoshua Bengio OCL 19 8 0 03 Jun 2023
Interpretable and Explainable Logical Policies via Neurally Guided Symbolic Abstraction Quentin Delfosse Hikaru Shindo D. Dhami Kristian Kersting 19 35 0 02 Jun 2023
Rotating Features for Object Discovery Sindy Lowe Phillip Lippe Francesco Locatello Max Welling OCL 17 21 0 01 Jun 2023
Contrastive Training of Complex-Valued Autoencoders for Object Discovery Aleksandar Stanić Anand Gopalakrishnan Kazuki Irie Jürgen Schmidhuber OCL 28 14 0 24 May 2023
Provably Learning Object-Centric Representations Jack Brady Roland S. Zimmermann Yash Sharma Bernhard Schölkopf Julius von Kügelgen Wieland Brendel OCL 31 31 0 23 May 2023
SlotDiffusion: Object-Centric Generative Modeling with Diffusion Models Ziyi Wu Jingyu Hu Wuyue Lu Igor Gilitschenski Animesh Garg DiffM OCL 28 44 0 18 May 2023
Shepherding Slots to Objects: Towards Stable and Robust Object-Centric Learning Jinwoo Kim Janghyuk Choi Ho-Jin Choi Seon Joo Kim OCL VLM 19 14 0 31 Mar 2023
Object Discovery from Motion-Guided Tokens Zhipeng Bao P. Tokmakov Yu-xiong Wang Adrien Gaidon M. Hebert OCL 24 20 0 27 Mar 2023
Object-Centric Slot Diffusion Jindong Jiang Fei Deng Gautam Singh S. Ahn DiffM BDL OCL 22 56 0 20 Mar 2023
Efficient Skill Acquisition for Complex Manipulation Tasks in Obstructed Environments Jun Yamada J. Collins Ingmar Posner 28 8 0 06 Mar 2023
Object-Centric Video Prediction via Decoupling of Object Dynamics and Interactions Angel Villar-Corrales Ismail Wahdan Sven Behnke OCL 11 7 0 23 Feb 2023
Invariant Slot Attention: Object Discovery with Slot-Centric Reference Frames Ondrej Biza Sjoerd van Steenkiste Mehdi S. M. Sajjadi Gamaleldin F. Elsayed Aravindh Mahendran Thomas Kipf OCL 43 32 0 09 Feb 2023
Read and Reap the Rewards: Learning to Play Atari with the Help of Instruction Manuals Yue Wu Yewen Fan Paul Pu Liang A. Azaria Yuan-Fang Li Tom Michael Mitchell OffRL 19 47 0 09 Feb 2023
An Investigation into Pre-Training Object-Centric Representations for Reinforcement Learning Jaesik Yoon Yi-Fu Wu Heechul Bae Sungjin Ahn OCL 17 40 0 09 Feb 2023
Unlocking Slot Attention by Changing Optimal Transport Costs Yan Zhang David W. Zhang Simon Lacoste-Julien Gertjan J. Burghouts Cees G. M. Snoek OCL 29 11 0 30 Jan 2023
Time-Conditioned Generative Modeling of Object-Centric Representations for Video Decomposition and Prediction Chen Gao Bin Li OCL 23 5 0 21 Jan 2023
Symbolic Visual Reinforcement Learning: A Scalable Framework with Object-Level Abstraction and Differentiable Expression Search Wenqing Zheng S. Sharan Zhiwen Fan Kevin Wang Yihan Xi Zhangyang Wang 53 9 0 30 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 20 1 0 20 Dec 2022
ONeRF: Unsupervised 3D Object Segmentation from Multiple Views Sheng-Ming Liang Yichen Liu Shangzhe Wu Yu-Wing Tai Chi-Keung Tang 28 7 0 22 Nov 2022
Compositional Scene Modeling with Global Object-Centric Representations Tonglin Chen Bin Li Zhimeng Shen Xiangyang Xue OCL 6 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 29 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 20 5 0 11 Nov 2022
Neural Systematic Binder Gautam Singh Yeongbin Kim Sungjin Ahn OCL 21 36 0 02 Nov 2022
Learning Explicit Object-Centric Representations with Vision Transformers Oscar Vikström Alexander Ilin OCL ViT 22 4 0 25 Oct 2022
Unsupervised Multi-object Segmentation by Predicting Probable Motion Patterns Laurynas Karazija Subhabrata Choudhury Iro Laina Christian Rupprecht Andrea Vedaldi OCL 98 20 0 21 Oct 2022
Improving Object-centric Learning with Query Optimization Baoxiong Jia Yu Liu Siyuan Huang OCL 21 49 0 17 Oct 2022
Object-Category Aware Reinforcement Learning Qi Yi Rui Zhang Shaohui Peng Jiaming Guo Xingui Hu Zidong Du Xishan Zhang Qi Guo Yunji Chen CML LRM 16 6 0 13 Oct 2022
SlotFormer: Unsupervised Visual Dynamics Simulation with Object-Centric Models Ziyi Wu Nikita Dvornik Klaus Greff Thomas Kipf Animesh Garg OCL BDL 59 90 0 12 Oct 2022
Robust and Controllable Object-Centric Learning through Energy-based Models Ruixiang Zhang Tong Che B. Ivanovic Renhao Wang Marco Pavone Yoshua Bengio Liam Paull OCL 26 8 0 11 Oct 2022
Promising or Elusive? Unsupervised Object Segmentation from Real-world Single Images Yafei Yang Bo Yang OCL 101 17 0 05 Oct 2022
Differentiable Mathematical Programming for Object-Centric Representation Learning Adeel Pervez Phillip Lippe E. Gavves OCL 36 5 0 05 Oct 2022
Compositional Generalization in Unsupervised Compositional Representation Learning: A Study on Disentanglement and Emergent Language Zhenlin Xu Marc Niethammer Colin Raffel CoGe OOD OCL DRL 41 38 0 02 Oct 2022
Motion-inductive Self-supervised Object Discovery in Videos Shuangrui Ding Weidi Xie Yabo Chen Rui Qian Xiaopeng Zhang H. Xiong Q. Tian VOS 16 18 0 01 Oct 2022
Differentiable Parsing and Visual Grounding of Natural Language Instructions for Object Placement Zirui Zhao W. Lee David Hsu OOD 32 9 0 01 Oct 2022
Bridging the Gap to Real-World Object-Centric Learning Maximilian Seitzer Max Horn Andrii Zadaianchuk Dominik Zietlow Tianjun Xiao ... Tong He Zheng-Wei Zhang Bernhard Schölkopf Thomas Brox Francesco Locatello OCL 37 139 0 29 Sep 2022