Conditional Object-Centric Learning from Video

24 November 2021

Thomas Kipf

Gamaleldin F. Elsayed

Alexey Dosovitskiy

Papers citing "Conditional Object-Centric Learning from Video"

50 / 166 papers shown

Title
Neural Language of Thought Models Yi-Fu Wu Minseung Lee Sungjin Ahn MLLM VLM 40 5 0 02 Feb 2024
Neural Slot Interpreters: Grounding Object Semantics in Emergent Slot Representations Bhishma Dedhia N. Jha OCL 36 4 0 02 Feb 2024
VONet: Unsupervised Video Object Learning With Parallel U-Net Attention and Object-wise Sequential VAE Haonan Yu Wei Xu ViT 22 1 0 20 Jan 2024
Explicitly Disentangled Representations in Object-Centric Learning Riccardo Majellaro Jonathan Collu Aske Plaat Thomas M. Moerland CoGe OOD OCL 40 1 0 18 Jan 2024
Unsupervised Object-Centric Learning from Multiple Unspecified Viewpoints Jinyang Yuan Tonglin Chen Zhimeng Shen Bin Li Xiangyang Xue OCL 8 2 0 03 Jan 2024
Appearance-based Refinement for Object-Centric Motion Segmentation Junyu Xie Weidi Xie Andrew Zisserman VOS 20 3 0 18 Dec 2023
Benchmarks for Physical Reasoning AI Andrew Melnik Robin Schiewer Moritz Lange Andrei Muresanu Mozhgan Saeidi Animesh Garg Helge J. Ritter 11 8 0 17 Dec 2023
Learning 3D Particle-based Simulators from RGB-D Videos William F. Whitney Tatiana López-Guevara Tobias Pfaff Yulia Rubanova Thomas Kipf Kimberly L. Stachenfeld Kelsey R. Allen VGen 14 11 0 08 Dec 2023
SPOT: Self-Training with Patch-Order Permutation for Object-Centric Learning with Autoregressive Transformers Ioannis Kakogeorgiou Spyros Gidaris Konstantinos Karantzalos N. Komodakis ViT OCL 8 11 0 01 Dec 2023
Betrayed by Attention: A Simple yet Effective Approach for Self-supervised Video Object Segmentation Shuangrui Ding Rui Qian Haohang Xu Dahua Lin Hongkai Xiong VOS 25 4 0 29 Nov 2023
Action-slot: Visual Action-centric Representations for Multi-label Atomic Activity Recognition in Traffic Scenes Chi-Hsi Kung Shu-Wei Lu Yi-Hsuan Tsai Yi-Ting Chen 23 6 0 29 Nov 2023
Imagine the Unseen World: A Benchmark for Systematic Generalization in Visual World Models Yeongbin Kim Gautam Singh Junyeong Park Çağlar Gülçehre Sungjin Ahn OCL VLM 22 1 0 15 Nov 2023
Unsupervised Musical Object Discovery from Audio Joonsu Gha Vincent Herrmann Benjamin Grewe Jürgen Schmidhuber Anand Gopalakrishnan OCL 25 4 0 13 Nov 2023
Object-Centric Learning with Slot Mixture Module Daniil E. Kirilenko Vitaliy Vorobyov A. Kovalev Aleksandr I. Panov OCL 21 3 0 08 Nov 2023
The Background Also Matters: Background-Aware Motion-Guided Objects Discovery Sandra Kara Hejer Ammar Florian Chabot Quoc-Cuong Pham 22 3 0 05 Nov 2023
Depth-guided Free-space Segmentation for a Mobile Robot Christos Sevastopoulos Joey Hussain S. Konstantopoulos V. Karkaletsis F. Makedon MDE 6 0 0 03 Nov 2023
Loci-Segmented: Improving Scene Segmentation Learning Manuel Traub Frederic Becker Adrian Sauter S. Otte Martin Volker Butz 8 2 0 16 Oct 2023
Learning Object Permanence from Videos via Latent Imaginations Manuel Traub Frederic Becker S. Otte Martin Volker Butz 17 1 0 16 Oct 2023
Leveraging Image Augmentation for Object Manipulation: Towards Interpretable Controllability in Object-Centric Learning Jinwoo Kim Janghyuk Choi Jaehyun Kang Changyeon Lee Ho-Jin Choi Seon Joo Kim OCL 19 0 0 13 Oct 2023
Self-supervised Object-Centric Learning for Videos Görkay Aydemir Weidi Xie Fatma Guney OCL VOS SSL 15 24 0 10 Oct 2023
Learning Hierarchical Relational Representations through Relational Convolutions Awni Altabaa John Lafferty 17 2 0 05 Oct 2023
Unsupervised Open-Vocabulary Object Localization in Videos Ke Fan Zechen Bai Tianjun Xiao Dominik Zietlow Max Horn ... Bernt Schiele Thomas Brox Zheng-Wei Zhang Yanwei Fu Tong He 30 3 0 18 Sep 2023
Object-Centric Multiple Object Tracking Zixu Zhao Jiaze Wang Max Horn Yizhuo Ding Tong He ... Bernt Schiele Yanwei Fu Francesco Locatello Zheng-Wei Zhang Tianjun Xiao VOT OCL 6 2 0 01 Sep 2023
RobustCLEVR: A Benchmark and Framework for Evaluating Robustness in Object-centric Learning Nathan G. Drenkow Mathias Unberath 16 3 0 28 Aug 2023
Time Does Tell: Self-Supervised Time-Tuning of Dense Image Representations Mohammadreza Salehi E. Gavves Cees G. M. Snoek Yuki M. Asano VOS 17 19 0 22 Aug 2023
Enhancing Interpretable Object Abstraction via Clustering-based Slot Initialization Ni Gao Bernard Hohmann Gerhard Neumann OCL 9 2 0 22 Aug 2023
Semantics Meets Temporal Correspondence: Self-supervised Object-centric Learning in Videos Rui Qian Shuangrui Ding Xian Liu Dahua Lin 13 14 0 19 Aug 2023
Learning Unified Decompositional and Compositional NeRF for Editable Novel View Synthesis Yuxin Wang Wayne Wu Dan Xu 27 9 0 05 Aug 2023
Grounded Object Centric Learning Avinash Kori Francesco Locatello Fabio De Sousa Ribeiro Francesca Toni Ben Glocker OCL 15 7 0 18 Jul 2023
Multi-Object Discovery by Low-Dimensional Object Motion Sadra Safadoust Fatma Guney OCL 11 9 0 16 Jul 2023
Linking vision and motion for self-supervised object-centric perception Kaylene C. Stocking Zak Murez Vijay Badrinarayanan Jamie Shotton Alex Kendall Claire Tomlin Christopher P. Burgess OCL 20 0 0 14 Jul 2023
Compositional Generalization from First Principles Thaddäus Wiedemer Prasanna Mayilvahanan Matthias Bethge Wieland Brendel OCL 12 36 0 10 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 12 1 0 16 Jun 2023
OCAtari: Object-Centric Atari 2600 Reinforcement Learning Environments Quentin Delfosse Jannis Blüml Bjarne Gregori Sebastian Sztwiertnia Kristian Kersting 27 17 0 14 Jun 2023
Slot-VAE: Object-Centric Scene Generation with Slot Attention Yanbo Wang Letao Liu Justin Dauwels OCL BDL DRL 15 15 0 12 Jun 2023
DDLP: Unsupervised Object-Centric Video Prediction with Deep Dynamic Latent Particles Tal Daniel Aviv Tamar DiffM 12 3 0 09 Jun 2023
Object-Centric Learning for Real-World Videos by Predicting Temporal Feature Similarities Andrii Zadaianchuk Maximilian Seitzer Georg Martius OCL 10 38 0 07 Jun 2023
Exploring the Role of the Bottleneck in Slot-Based Models Through Covariance Regularization Andrew Stange Robert Lo Abishek Sridhar Kousik Rajesh 12 2 0 05 Jun 2023
Cycle Consistency Driven Object Discovery Aniket Didolkar Anirudh Goyal Yoshua Bengio OCL 11 8 0 03 Jun 2023
Rotating Features for Object Discovery Sindy Lowe Phillip Lippe Francesco Locatello Max Welling OCL 17 21 0 01 Jun 2023
Spotlight Attention: Robust Object-Centric Learning With a Spatial Locality Prior Ayush K Chakravarthy Trang Nguyen Anirudh Goyal Yoshua Bengio Michael C. Mozer OCL 11 4 0 31 May 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 18 5 0 30 May 2023
Im-Promptu: In-Context Composition from Image Prompts Bhishma Dedhia Michael Chang Jake C. Snell Thomas L. Griffiths N. Jha LRM MLLM 12 1 0 26 May 2023
Provably Learning Object-Centric Representations Jack Brady Roland S. Zimmermann Yash Sharma Bernhard Schölkopf Julius von Kügelgen Wieland Brendel OCL 17 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 15 44 0 18 May 2023
AudioSlots: A slot-centric generative model for audio separation P. Reddy Scott Wisdom Klaus Greff J. Hershey Thomas Kipf OCL VLM 20 6 0 09 May 2023
DynaVol: Unsupervised Learning for Dynamic Scenes through Object-Centric Voxelization Yanpeng Zhao Siyu Gao Yunbo Wang Xiaokang Yang OCL 11 1 0 30 Apr 2023
Divided Attention: Unsupervised Multi-Object Discovery with Contextually Separated Slots Dong Lao Zhengyang Hu Francesco Locatello Yanchao Yang Stefano Soatto OCL 12 5 0 04 Apr 2023
Shepherding Slots to Objects: Towards Stable and Robust Object-Centric Learning Jinwoo Kim Janghyuk Choi Ho-Jin Choi Seon Joo Kim OCL VLM 8 10 0 31 Mar 2023
Mask-Free Video Instance Segmentation Lei Ke Martin Danelljan Henghui Ding Yu-Wing Tai Chi-Keung Tang F. I. F. Richard Yu 11 21 0 28 Mar 2023