Simple Unsupervised Object-Centric Learning for Complex and Naturalistic Videos

27 May 2022

Papers citing "Simple Unsupervised Object-Centric Learning for Complex and Naturalistic Videos"

47 / 97 papers shown

Title
Variational Inference for Scalable 3D Object-centric Learning Tianyu Wang K. S. Ng Miaomiao Liu OCL DRL 3DPC 14 0 0 25 Sep 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 32 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 18 3 0 28 Aug 2023
Helping Hands: An Object-Aware Ego-Centric Video Recognition Model Chuhan Zhang Ankush Gupta Andrew Zisserman VLM 10 19 0 15 Aug 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 22 0 0 14 Jul 2023
Physion++: Evaluating Physical Scene Understanding that Requires Online Inference of Different Physical Properties H. Tung Mingyu Ding Zhenfang Chen Daniel M. Bear Chuang Gan J. Tenenbaum Daniel L. K. Yamins Judy Fan Kevin A. Smith 58 13 0 27 Jun 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
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 15 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
Systematic Visual Reasoning through Object-Centric Relational Abstraction Taylor W. Webb S. S. Mondal Jonathan D. Cohen OCL 20 13 0 04 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 13 4 0 31 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 19 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 20 44 0 18 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
Object Discovery from Motion-Guided Tokens Zhipeng Bao P. Tokmakov Yu-xiong Wang Adrien Gaidon M. Hebert OCL 14 13 0 27 Mar 2023
Neural Constraint Satisfaction: Hierarchical Abstraction for Combinatorial Generalization in Object Rearrangement Michael Chang Alyssa Dayan Franziska Meier Thomas L. Griffiths Sergey Levine Amy Zhang OCL OffRL 6 9 0 20 Mar 2023
Object-Centric Slot Diffusion Jindong Jiang Fei Deng Gautam Singh S. Ahn DiffM BDL OCL 13 56 0 20 Mar 2023
ChatGPT is on the Horizon: Could a Large Language Model be Suitable for Intelligent Traffic Safety Research and Applications? Ou Zheng Mohamed Abdel-Aty Dongdong Wang Zijin Wang Shengxuan Ding LM&MA 12 13 0 06 Mar 2023
Intrinsic Physical Concepts Discovery with Object-Centric Predictive Models Qu Tang Xiangyu Zhu Zhen Lei Zhaoxiang Zhang OCL 42 7 0 03 Mar 2023
Reusable Slotwise Mechanisms Trang Nguyen Amin Mansouri Kanika Madan Khuong N. Nguyen Kartik Ahuja Dianbo Liu Yoshua Bengio OCL 12 4 0 21 Feb 2023
Object-centric Learning with Cyclic Walks between Parts and Whole Ziyu Wang Mike Zheng Shou Mengmi Zhang OCL 14 9 0 16 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 26 22 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 11 39 0 09 Feb 2023
Causal Triplet: An Open Challenge for Intervention-centric Causal Representation Learning Yuejiang Liu Alexandre Alahi Chris Russell Max Horn Dominik Zietlow Bernhard Schölkopf Francesco Locatello CML 44 22 0 12 Jan 2023
Disentangled Representation Learning Xin Eric Wang Hong Chen Siao Tang Zihao Wu Wenwu Zhu DRL 13 77 0 21 Nov 2022
Neural Systematic Binder Gautam Singh Yeongbin Kim Sungjin Ahn OCL 11 29 0 02 Nov 2022
Improving Object-centric Learning with Query Optimization Baoxiong Jia Yu Liu Siyuan Huang OCL 8 49 0 17 Oct 2022
SlotFormer: Unsupervised Visual Dynamics Simulation with Object-Centric Models Ziyi Wu Nikita Dvornik Klaus Greff Thomas Kipf Animesh Garg OCL BDL 59 87 0 12 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 16 96 0 29 Sep 2022
Spatial-then-Temporal Self-Supervised Learning for Video Correspondence Rui Li Dong Liu 129 15 0 16 Sep 2022
Unsupervised Semantic Segmentation with Self-supervised Object-centric Representations Andrii Zadaianchuk Matthaeus Kleindessner Yi Zhu Francesco Locatello Thomas Brox 12 49 0 11 Jul 2022
Seeing the forest and the tree: Building representations of both individual and collective dynamics with transformers Ran Liu Mehdi Azabou M. Dabagia Jingyun Xiao Eva L. Dyer AI4CE 21 19 0 10 Jun 2022
Guess What Moves: Unsupervised Video and Image Segmentation by Anticipating Motion Subhabrata Choudhury Laurynas Karazija Iro Laina Andrea Vedaldi Christian Rupprecht OCL VOS 100 39 0 16 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 14 29 0 08 May 2022
Complex-Valued Autoencoders for Object Discovery Sindy Lowe Phillip Lippe Maja R. Rudolph Max Welling BDL OCL 8 35 0 05 Apr 2022
Compositional Multi-Object Reinforcement Learning with Linear Relation Networks Davide Mambelli Frederik Trauble Stefan Bauer Bernhard Schölkopf Francesco Locatello OCL 22 17 0 31 Jan 2022
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
On the Binding Problem in Artificial Neural Networks Klaus Greff Sjoerd van Steenkiste Jürgen Schmidhuber OCL 221 252 0 09 Dec 2020
Generative Neurosymbolic Machines Jindong Jiang Sungjin Ahn BDL OCL 200 63 0 23 Oct 2020
Unsupervised Discovery of 3D Physical Objects from Video Yilun Du Kevin A. Smith Tomer Ulman J. Tenenbaum Jiajun Wu OCL 93 36 0 24 Jul 2020