Object-Centric Learning

OCL

Learns disentangled representations of scenes by decomposing them into object-centric concepts in an unsupervised way.

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Unsupervised Structural Scene Decomposition via Foreground-Aware Slot Attention with Pseudo-Mask Guidance Huankun Sheng Ming Li Yixiang Wei Yeying Fan Yu-Hui Wen Tieliang Gong Yong-Jin Liu OCL 96 0 0 02 Dec 2025
Towards aligned body representations in vision models Andrey Gizdov Andrea Procopio Yichen Li Daniel Harari Tomer Ullman OCL 52 0 0 29 Nov 2025
Open Vocabulary Compositional Explanations for Neuron Alignment Biagio La Rosa Leilani H. Gilpin OCL 174 0 0 25 Nov 2025
SkillWrapper: Generative Predicate Invention for Skill Abstraction Ziyi Yang Benned Hedegaard Ahmed Jaafar Yichen Wei Skye Thompson ... Haotian Fu Stefanie Tellex George Konidaris D. Paulius Naman Shah OCL 190 0 0 22 Nov 2025
Object-Centric World Models for Causality-Aware Reinforcement Learning Yosuke Nishimoto Takashi Matsubara OCL 168 0 0 18 Nov 2025
Discovering Meaningful Units with Visually Grounded Semantics from Image Captions Melika Behjati James Henderson OCL VLM 194 0 0 14 Nov 2025
When Object-Centric World Models Meet Policy Learning: From Pixels to Policies, and Where It Breaks Stefano Ferraro Akihiro Nakano Masahiro Suzuki Yutaka Matsuo OCL MU 217 0 0 08 Nov 2025
Scalable Evaluation and Neural Models for Compositional Generalization Giacomo Camposampiero Pietro Barbiero Michael Hersche Roger Wattenhofer Abbas Rahimi OCL CoGe 255 0 0 04 Nov 2025
Learning Interactive World Model for Object-Centric Reinforcement Learning Fan Feng Phillip Lippe Sara Magliacane OffRL OCL 202 0 0 04 Nov 2025
Does Object Binding Naturally Emerge in Large Pretrained Vision Transformers? Yihao Li Saeed Salehi Lyle Ungar Konrad Paul Kording OCL 210 0 0 28 Oct 2025
Disentangled Representation Learning via Modular Compositional Bias Whie Jung Dong Hoon Lee Seunghoon Hong DRL OCL CoGe 432 0 0 24 Oct 2025
Exploring Image Representation with Decoupled Classical Visual Descriptors Chenyuan Qu Hao Chen Jianbo Jiao SSL OCL FAtt VLM 194 0 0 16 Oct 2025
Vectorized Video Representation with Easy Editing via Hierarchical Spatio-Temporally Consistent Proxy Embedding Ye Chen Liming Tan Yupeng Zhu Yuanbin Wang Bingbing Ni OCL 144 0 0 14 Oct 2025
Learning Object-Centric Representations Based on Slots in Real World Scenarios Adil Kaan Akan DiffM OCL BDL 93 0 0 29 Sep 2025
Compose by Focus: Scene Graph-based Atomic Skills Han Qi Changhe Chen Heng Yang OCL CoGe 144 0 0 19 Sep 2025
Learning Object-Centric Representations in SAR Images with Multi-Level Feature Fusion Oh-Tae Jang Min-Gon Cho Kyung-Tae Kim OCL 158 0 0 11 Sep 2025
UNO: Unifying One-stage Video Scene Graph Generation via Object-Centric Visual Representation Learning Huy Le Nhat Chung Tung Kieu Jingkang Yang Ngan Le VOS OCL 241 1 0 07 Sep 2025
PAOLI: Pose-free Articulated Object Learning from Sparse-view Images Jianning Deng Kartic Subr Hakan Bilen OCL 140 0 0 04 Sep 2025
Motion-Refined DINOSAUR for Unsupervised Multi-Object Discovery Xinrui Gong Oliver Hahn Christoph Reich Krishnakant Singh Simone Schaub-Meyer Daniel Cremers Stefan Roth OCL 126 0 0 02 Sep 2025
ContextFusion and Bootstrap: An Effective Approach to Improve Slot Attention-Based Object-Centric Learning Pinzhuo Tian Shengjie Yang Hang Yu Alex C. Kot OCL 101 0 0 02 Sep 2025
ORBIT: An Object Property Reasoning Benchmark for Visual Inference Tasks Abhishek Kolari Mohammadhossein Khojasteh Yifan Jiang Floris den Hengst Filip Ilievski OCL 97 0 0 14 Aug 2025
Separating Knowledge and Perception with Procedural Data Adrian Rodriguez-Munoz Manel Baradad Phillip Isola Antonio Torralba VLM OCL 181 0 0 12 Aug 2025
SlotMatch: Distilling Object-Centric Representations for Unsupervised Video Segmentation Diana-Nicoleta Grigore Neelu Madan Andreas Mogelmose T. Moeslund Radu Tudor Ionescu VOS OCL 208 0 0 05 Aug 2025
Slot Attention with Re-Initialization and Self-Distillation Rongzhen Zhao Yi Zhao Juho Kannala Joni Pajarinen OCL VLM 191 4 0 31 Jul 2025
Object-Centric Cropping for Visual Few-Shot Classification Aymane Abdali Bartosz Boguslawski Lucas Drumetz Vincent Gripon OCL 146 0 0 31 Jul 2025
Compositional Video Synthesis by Temporal Object-Centric Learning Adil Kaan Akan Yucel Yemez DiffM OCL 113 0 0 28 Jul 2025
Ensemble Foreground Management for Unsupervised Object Discovery Ziling Wu Armaghan Moemeni Praminda Caleb-Solly OCL 149 0 0 28 Jul 2025
Hierarchical Abstraction Enables Human-Like 3D Object Recognition in Deep Learning Models Shuhao Fu Philip J. Kellman Hongjing Lu 3DH OCL 98 0 0 13 Jul 2025
Dyn-O: Building Structured World Models with Object-Centric Representations Zizhao Wang Kaixin Wang Li Zhao Peter Stone Jiang Bian OCL SyDa 94 0 0 04 Jul 2025
Reasoning in machine vision: learning to think fast and slow Shaheer U. Saeed Yipei Wang Veeru Kasivisvanathan Brian R. Davidson Matthew J. Clarkson Yipeng Hu Daniel C. Alexander ReLM OCL LRM 89 0 0 27 Jun 2025
Generative Blocks World: Moving Things Around in Pictures Vaibhav Vavilala Seemandhar Jain Rahul Vasanth D.A. Forsyth Anand Bhattad OCL VGen 99 0 0 25 Jun 2025
Is an object-centric representation beneficial for robotic manipulation ? Alexandre Chapin Emmanuel Dellandrea Liming Chen OCL 111 0 0 24 Jun 2025
Class Agnostic Instance-level Descriptor for Visual Instance Search Qi-Ying Sun Wan-Lei Zhao Hui-Ying Xie Yi-Bo Miao Chong-Wah Ngo OCL 296 0 0 20 Jun 2025
Neurosymbolic Object-Centric Learning with Distant Supervision Stefano Colamonaco David Debot G. Marra OCL NAI 155 0 0 19 Jun 2025
What's in the Box? Reasoning about Unseen Objects from Multimodal Cues Lance Ying Daniel Xu Alicia Zhang Katherine M. Collins Max H. Siegel Joshua B. Tenenbaum OCL 82 1 0 17 Jun 2025
SlotPi: Physics-informed Object-centric Reasoning ModelsKnowledge Discovery and Data Mining (KDD), 2025 Jian Li Wan Han Ning Lin Yu-Liang Zhan Ruizhi Chengze ... Yi-Feng Zhang Hongsheng Liu Zidong Wang Fan Yu Hao Sun OCL LRM AI4CE 281 0 0 12 Jun 2025
Efficient Part-level 3D Object Generation via Dual Volume Packing Jiaxiang Tang Ruijie Lu Zhaoshuo Li Zekun Hao Xuan Li Fangyin Wei Shuran Song Gang Zeng Ming-Yu Liu Tsung-Yi Lin OCL 218 10 0 11 Jun 2025
Inherently Faithful Attention Maps for Vision Transformers Ananthu Aniraj C. Dantas Dino Ienco Diego Marcos OOD OCL 303 1 0 10 Jun 2025
Generative Learning of Differentiable Object Models for Compositional Interpretation of Complex Scenes Antoni Nowinowski Krzysztof Krawiec OCL 86 0 0 09 Jun 2025
Multiple Object Stitching for Unsupervised Representation LearningPattern Recognition (Pattern Recogn.), 2025 Chengchao Shen Dawei Liu Jianxin Wang OCL SSL 154 0 0 09 Jun 2025
Identifiable Object Representations under Spatial Ambiguities Avinash Kori Francesca Toni Ben Glocker OCL 138 0 0 09 Jun 2025
How PARTs assemble into wholes: Learning the relative composition of images M. Ayoughi Samira Abnar Chen Huang Chris Sandino S. Lala ... Vimal Thilak Josh Susskind P. Mettes Paul T. Groth Hanlin Goh OCL 190 0 0 04 Jun 2025
Object-level Self-Distillation for Vision Pretraining Çağlar Hızlı Çağatay Yıldız Pekka Marttinen OCL VLM 221 0 0 04 Jun 2025
Simple, Good, Fast: Self-Supervised World Models Free of BaggageInternational Conference on Learning Representations (ICLR), 2025 Jan Robine Marc Höftmann Stefan Harmeling DRL OCL 170 3 0 03 Jun 2025
unMORE: Unsupervised Multi-Object Segmentation via Center-Boundary Reasoning Yafei Yang Zihui Zhang Bo Yang OCL 210 1 0 02 Jun 2025
AXIOM: Learning to Play Games in Minutes with Expanding Object-Centric Models Conor Heins Toon Van de Maele Alexander Tschantz Hampus Linander Dimitrije Marković ... Magnus T. Koudahl Marco Perin Karl J. Friston Tim Verbelen Christopher L. Buckley OCL 192 1 0 30 May 2025
Object Centric Concept Bottlenecks David Steinmann Wolfgang Stammer Antonia Wüst Kristian Kersting OCL 259 1 0 30 May 2025
Object Concepts Emerge from Motion H. Liang Xiaohui Wang Zhichao Li Y. Yang Naiyan Wang VOS OCL 206 0 0 27 May 2025
MetaSlot: Break Through the Fixed Number of Slots in Object-Centric Learning Hongjia Liu Rongzhen Zhao Haohan Chen Joni Pajarinen OCL VLM 411 1 0 27 May 2025
Compositional Scene Understanding through Inverse Generative Modeling Yanbo Wang Justin Dauwels Yilun Du OCL 425 0 0 27 May 2025

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