Title
Unsupervised Object Discovery: A Comprehensive Survey and Unified Taxonomy José-Fabian Villa-Vásquez M. Pedersoli 39 1 0 30 Oct 2024
SlotLifter: Slot-guided Feature Lifting for Learning Object-centric Radiance Fields Yu Liu Baoxiong Jia Yixin Chen Siyuan Huang OCL 41 4 0 13 Aug 2024
Guiding Video Prediction with Explicit Procedural Knowledge Patrick Takenaka Johannes Maucher Marco F. Huber 50 1 0 26 Jun 2024
Reasoning-Enhanced Object-Centric Learning for Videos Jian Li Pu Ren Yang Liu Hao-Lun Sun OCL LRM 46 2 0 22 Mar 2024
Two Trades is not Baffled: Condensing Graph via Crafting Rational Gradient Matching Tianle Zhang Yuchen Zhang Kun Wang Kai Wang Beining Yang Kaipeng Zhang Wenqi Shao Ping Liu Joey Tianyi Zhou Yang You DD 68 13 0 07 Feb 2024
CrossVideo: Self-supervised Cross-modal Contrastive Learning for Point Cloud Video Understanding Yunze Liu Changxi Chen Zifan Wang Li Yi 3DPC 27 3 0 17 Jan 2024
Appearance-based Refinement for Object-Centric Motion Segmentation Junyu Xie Weidi Xie Andrew Zisserman VOS 33 3 0 18 Dec 2023
Benchmarking and Analysis of Unsupervised Object Segmentation from Real-world Single Images Yafei Yang Bo Yang OCL 32 2 0 08 Dec 2023
Does Graph Distillation See Like Vision Dataset Counterpart? Beining Yang Kai Wang Qingyun Sun Cheng Ji Xingcheng Fu Hao Tang Yang You Jianxin Li DD 15 38 0 13 Oct 2023
Towards Addressing the Misalignment of Object Proposal Evaluation for Vision-Language Tasks via Semantic Grounding Joshua Forster Feinglass Yezhou Yang 19 2 0 01 Sep 2023
Sensitivity of Slot-Based Object-Centric Models to their Number of Slots Roland S. Zimmermann Sjoerd van Steenkiste Mehdi S. M. Sajjadi Thomas Kipf Klaus Greff OCL 31 5 0 30 May 2023
Modeling Dynamic Environments with Scene Graph Memory Andrey Kurenkov Michael Lingelbach Tanmay Agarwal Emily Jin Chengshu Li Ruohan Zhang Li Fei-Fei Jiajun Wu Silvio Savarese Roberto Martín-Martín 26 11 0 27 May 2023
Object-Centric Scene Representations using Active Inference Toon Van de Maele Tim Verbelen Pietro Mazzaglia Stefano Ferraro Bart Dhoedt OCL BDL 40 5 0 07 Feb 2023
DisCoScene: Spatially Disentangled Generative Radiance Fields for Controllable 3D-aware Scene Synthesis Yinghao Xu Menglei Chai Zifan Shi Sida Peng Ivan Skorokhodov ... Ceyuan Yang Yujun Shen Hsin-Ying Lee Bolei Zhou Sergey Tulyakov VGen 29 61 0 22 Dec 2022
Complete-to-Partial 4D Distillation for Self-Supervised Point Cloud Sequence Representation Learning Zhuoyang Zhang Yu Dong Yunze Liu Li Yi 3DPC AI4TS 25 19 0 10 Dec 2022
Improving Object-centric Learning with Query Optimization Baoxiong Jia Yu Liu Siyuan Huang OCL 21 49 0 17 Oct 2022
Promising or Elusive? Unsupervised Object Segmentation from Real-world Single Images Yafei Yang Bo Yang OCL 101 17 0 05 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
Neural Groundplans: Persistent Neural Scene Representations from a Single Image Prafull Sharma A. Tewari Yilun Du Sergey Zakharov Rares Ambrus Adrien Gaidon William T. Freeman F. Durand J. Tenenbaum Vincent Sitzmann SSL OCL 24 16 0 22 Jul 2022
On the Principles of Parsimony and Self-Consistency for the Emergence of Intelligence Y. Ma Doris Y. Tsao H. Shum 67 75 0 11 Jul 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 49 137 0 15 Jun 2022
Unsupervised Segmentation in Real-World Images via Spelke Object Inference Honglin Chen R. Venkatesh Yoni Friedman Jiajun Wu J. Tenenbaum Daniel L. K. Yamins Daniel M. Bear OCL 142 28 0 17 May 2022
Guess What Moves: Unsupervised Video and Image Segmentation by Anticipating Motion Subhabrata Choudhury Laurynas Karazija Iro Laina Andrea Vedaldi Christian Rupprecht OCL VOS 105 39 0 16 May 2022
Identifying concept libraries from language about object structure Catherine Wong William P. McCarthy Gabriel Grand Yoni Friedman J. Tenenbaum Jacob Andreas Robert D. Hawkins Judith E. Fan OCL 26 13 0 11 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 22 29 0 08 May 2022
BlobGAN: Spatially Disentangled Scene Representations Dave Epstein Taesung Park Richard Y. Zhang Eli Shechtman Alexei A. Efros GAN SSL OCL 32 42 0 05 May 2022
Interpretable part-whole hierarchies and conceptual-semantic relationships in neural networks Nicola Garau N. Bisagno Zeno Sambugaro Nicola Conci 21 21 0 07 Mar 2022
COMPASS: Contrastive Multimodal Pretraining for Autonomous Systems Shuang Ma Sai H. Vemprala Wenshan Wang Jayesh K. Gupta Yale Song Daniel J. McDuff Ashish Kapoor SSL 29 9 0 20 Feb 2022
A Survey on Interpretable Reinforcement Learning Claire Glanois Paul Weng Matthieu Zimmer Dong Li Tianpei Yang Jianye Hao Wulong Liu OffRL 21 93 0 24 Dec 2021
Object Pursuit: Building a Space of Objects via Discriminative Weight Generation Chuanyu Pan Yanchao Yang Kaichun Mo Yueqi Duan Leonidas J. Guibas OCL 21 1 0 15 Dec 2021
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 39 214 0 24 Nov 2021
Unsupervised Part Discovery from Contrastive Reconstruction Subhabrata Choudhury Iro Laina Christian Rupprecht Andrea Vedaldi OCL SSL 180 62 0 11 Nov 2021
Dynamic Visual Reasoning by Learning Differentiable Physics Models from Video and Language Mingyu Ding Zhenfang Chen Tao Du Ping Luo J. Tenenbaum Chuang Gan VGen PINN OCL 30 74 0 28 Oct 2021
Boxhead: A Dataset for Learning Hierarchical Representations Yukun Chen Andrea Dittadi Frederik Trauble Stefan Bauer Bernhard Schölkopf CML 96 2 0 07 Oct 2021
ObjectFolder: A Dataset of Objects with Implicit Visual, Auditory, and Tactile Representations Ruohan Gao Yen-Yu Chang Shivani Mall Li Fei-Fei Jiajun Wu 31 78 0 16 Sep 2021
Predicting Stable Configurations for Semantic Placement of Novel Objects Chris Paxton Christopher Xie Tucker Hermans D. Fox 30 47 0 26 Aug 2021
A topological solution to object segmentation and tracking Thomas R. Tsao Doris Y. Tsao VOS 22 17 0 05 Jul 2021
Physion: Evaluating Physical Prediction from Vision in Humans and Machines Daniel M. Bear E. Wang Damian Mrowca Felix Binder Hsiau-Yu Fish Tung ... Li Fei-Fei Nancy Kanwisher J. Tenenbaum Daniel L. K. Yamins Judith E. Fan OOD 58 86 0 15 Jun 2021
pix2rule: End-to-end Neuro-symbolic Rule Learning Nuri Cingillioglu A. Russo NAI 26 9 0 14 Jun 2021
Efficient Iterative Amortized Inference for Learning Symmetric and Disentangled Multi-Object Representations Patrick Emami Pan He Sanjay Ranka Anand Rangarajan OCL 13 44 0 07 Jun 2021
NeRP: Neural Rearrangement Planning for Unknown Objects A. H. Qureshi Arsalan Mousavian Chris Paxton Michael C. Yip D. Fox 21 61 0 02 Jun 2021
GENESIS-V2: Inferring Unordered Object Representations without Iterative Refinement Martin Engelcke Oiwi Parker Jones Ingmar Posner OCL 31 115 0 20 Apr 2021
GATSBI: Generative Agent-centric Spatio-temporal Object Interaction Cheol-Hui Min Jinseok Bae Junho Lee Y. Kim 19 7 0 09 Apr 2021
Advances in Inference and Representation for Simultaneous Localization and Mapping David M. Rosen Kevin Doherty A. Espinoza J. Leonard 27 64 0 08 Mar 2021
D'ya like DAGs? A Survey on Structure Learning and Causal Discovery M. Vowels Necati Cihan Camgöz Richard Bowden CML 37 296 0 03 Mar 2021
How to represent part-whole hierarchies in a neural network Geoffrey E. Hinton OCL MoE 25 199 0 25 Feb 2021
Language-Mediated, Object-Centric Representation Learning Ruocheng Wang Jiayuan Mao S. Gershman Jiajun Wu 16 12 0 31 Dec 2020
On the Binding Problem in Artificial Neural Networks Klaus Greff Sjoerd van Steenkiste Jürgen Schmidhuber OCL 224 254 0 09 Dec 2020
Unsupervised part representation by Flow Capsules S. Sabour Andrea Tagliasacchi S. Yazdani Geoffrey E. Hinton David J. Fleet 3DPC OCL 22 37 0 27 Nov 2020
MathNet: Haar-Like Wavelet Multiresolution-Analysis for Graph Representation and Learning Xuebin Zheng Bingxin Zhou Ming Li Yu Guang Wang Junbin Gao 17 2 0 22 Jul 2020