v1v2 (latest)

Object-Centric Learning with Slot Attention

26 June 2020

Francesco Locatello

Alexey Dosovitskiy

Papers citing "Object-Centric Learning with Slot Attention"

50 / 108 papers shown

Title
Slot-MLLM: Object-Centric Visual Tokenization for Multimodal LLM Donghwan Chi Hyomin Kim Yoonjin Oh Yongjin Kim Donghoon Lee DaeJin Jo Jongmin Kim Junyeob Baek Sungjin Ahn Sungwoong Kim MLLM VLM 447 0 0 23 May 2025
Object-Centric Representations Improve Policy Generalization in Robot Manipulation Alexandre Chapin Bruno Machado Emmanuel Dellandrea Liming Chen OCL 132 0 0 16 May 2025
Improving Sound Source Localization with Joint Slot Attention on Image and Audio Inho Kim Youngkil Song Jicheol Park Won Hwa Kim Suha Kwak 184 0 0 21 Apr 2025
SMARTe: Slot-based Method for Accountable Relational Triple extraction Xue Wen Tan Stanley Kok 173 0 0 17 Apr 2025
CTRL-O: Language-Controllable Object-Centric Visual Representation Learning Aniket Didolkar Andrii Zadaianchuk Rabiul Awal Maximilian Seitzer E. Gavves Aishwarya Agrawal OCL VLM 170 3 0 27 Mar 2025
DRESS: Disentangled Representation-based Self-Supervised Meta-Learning for Diverse Tasks Wei Cui Tongzi Wu Jesse C. Cresswell Yi Sui Keyvan Golestan 115 0 0 12 Mar 2025
A Data-Centric Revisit of Pre-Trained Vision Models for Robot Learning Xin Wen Bingchen Zhao Yilun Chen Jiangmiao Pang Xiaojuan Qi LM&Ro 210 0 0 10 Mar 2025
Vector-Quantized Vision Foundation Models for Object-Centric Learning Rongzhen Zhao V. Wang Arno Solin Joni Pajarinen OCL VLM 547 1 0 27 Feb 2025
ArtGS: Building Interactable Replicas of Complex Articulated Objects via Gaussian Splatting Yu Liu Baoxiong Jia Ruijie Lu Junfeng Ni Song-Chun Zhu Siyuan Huang 3DGS 150 14 0 26 Feb 2025
Dynamic Scene Understanding through Object-Centric Voxelization and Neural Rendering Yanpeng Zhao Yiwei Hao Siyu Gao Yunbo Wang Xiaokang Yang OCL 258 1 0 17 Feb 2025
Object-Centric Image to Video Generation with Language Guidance Angel Villar-Corrales Gjergj Plepi Sven Behnke DiffM VGen OCL 237 1 0 17 Feb 2025
Object-Centric Latent Action Learning Albina Klepach Alexander Nikulin Ilya Zisman Denis Tarasov Alexander Derevyagin Andrei Polubarov Nikita Lyubaykin Vladislav Kurenkov 117 0 0 13 Feb 2025
PlaySlot: Learning Inverse Latent Dynamics for Controllable Object-Centric Video Prediction and Planning Angel Villar-Corrales Sven Behnke 213 4 0 11 Feb 2025
Slot-BERT: Self-supervised Object Discovery in Surgical Video Guiqiu Liao M. Jogan Marcel Hussing Kenta Nakahashi Kazuhiro Yasufuku Amin Madani Eric Eaton Daniel A. Hashimoto 470 0 0 21 Jan 2025
Symbolic Disentangled Representations for Images Alexandr Korchemnyi A. Kovalev Aleksandr I. Panov OCL 119 0 0 31 Dec 2024
Object-centric proto-symbolic behavioural reasoning from pixels R. S. V. Bergen Justus F. Hübotter Pablo Lanillos LM&Ro OCL 187 1 0 26 Nov 2024
Aligning Generalisation Between Humans and Machines Filip Ilievski Barbara Hammer F. V. Harmelen Benjamin Paassen S. Saralajew ... Vered Shwartz Gabriella Skitalinskaya Clemens Stachl Gido M. van de Ven T. Villmann 288 1 0 23 Nov 2024
ITACLIP: Boosting Training-Free Semantic Segmentation with Image, Text, and Architectural Enhancements M. Arda Aydın Efe Mert Çırpar Elvin Abdinli Gözde B. Ünal Y. Sahin VLM 281 1 0 18 Nov 2024
Understanding the Limits of Vision Language Models Through the Lens of the Binding Problem Declan Campbell Sunayana Rane Tyler Giallanza Nicolò De Sabbata Kia Ghods ... Alexander Ku Steven M. Frankland Thomas Griffiths Jonathan D. Cohen Taylor W. Webb 114 19 0 31 Oct 2024
FACTS: A Factored State-Space Framework For World Modelling Li Nanbo Firas Laakom Yucheng Xu Wenyi Wang Jürgen Schmidhuber AI4TS 530 1 0 28 Oct 2024
Entity-based Reinforcement Learning for Autonomous Cyber Defence Isaac Symes Thompson Alberto Caron Chris Hicks V. Mavroudis AAML 184 3 0 23 Oct 2024
A Complexity-Based Theory of Compositionality Eric Elmoznino Thomas Jiralerspong Yoshua Bengio Guillaume Lajoie CoGe 134 10 0 18 Oct 2024
Artificial Kuramoto Oscillatory Neurons Takeru Miyato Sindy Löwe Andreas Geiger Max Welling AI4CE 186 10 0 17 Oct 2024
BlendRL: A Framework for Merging Symbolic and Neural Policy Learning Hikaru Shindo Quentin Delfosse Devendra Singh Dhami Kristian Kersting 125 5 0 15 Oct 2024
Multi-Scale Fusion for Object Representation Rongzhen Zhao V. Wang Arno Solin Joni Pajarinen OCL VOS 108 1 0 02 Oct 2024
Compositional Audio Representation Learning Sripathi Sridhar Mark Cartwright AI4TS 113 0 0 15 Sep 2024
Efficient Exploration and Discriminative World Model Learning with an Object-Centric Abstraction Anthony GX-Chen Kenneth Marino Rob Fergus OCL 122 1 0 21 Aug 2024
Exploring the Effectiveness of Object-Centric Representations in Visual Question Answering: Comparative Insights with Foundation Models Amir Mohammad Karimi Mamaghan Samuele Papa Karl Henrik Johansson Stefan Bauer Andrea Dittadi OCL 163 9 0 22 Jul 2024
OpenSlot: Mixed Open-Set Recognition with Object-Centric Learning Xu Yin Fei Pan G. An Yuchi Huo Zixuan Xie Sung-eui Yoon BDL VLM 141 1 0 02 Jul 2024
VLind-Bench: Measuring Language Priors in Large Vision-Language Models Kang-il Lee Minbeom Kim Seunghyun Yoon Minsung Kim Dongryeol Lee Hyukhun Koh Kyomin Jung CoGe VLM 165 8 0 13 Jun 2024
Towards Semantic Equivalence of Tokenization in Multimodal LLM Shengqiong Wu Hao Fei Xiangtai Li Jiayi Ji Hanwang Zhang Tat-Seng Chua Shuicheng Yan MLLM 139 37 0 07 Jun 2024
Learning Discrete Concepts in Latent Hierarchical Models Lingjing Kong Guan-Hong Chen Erdun Gao Eric P. Xing Yuejie Chi Kun Zhang 126 5 0 01 Jun 2024
Reasoning-Enhanced Object-Centric Learning for Videos Jian Li Pu Ren Yang Liu Hao Sun OCL LRM 117 2 0 22 Mar 2024
Subobject-level Image Tokenization Delong Chen Samuel Cahyawijaya Jianfeng Liu Baoyuan Wang Pascale Fung VLM OCL 258 9 0 22 Feb 2024
Unsupervised Discovery of Object-Centric Neural Fields Rundong Luo Hong-Xing Yu Jiajun Wu 3DPC OCL 164 5 0 12 Feb 2024
Neural Slot Interpreters: Grounding Object Semantics in Emergent Slot Representations Bhishma Dedhia N. Jha OCL 125 1 0 02 Feb 2024
Explicitly Disentangled Representations in Object-Centric Learning Riccardo Majellaro Jonathan Collu Aske Plaat Thomas M. Moerland CoGe OOD OCL 161 1 0 18 Jan 2024
Conditional Set Generation with Transformers Adam R. Kosiorek Hyunjik Kim Danilo Jimenez Rezende 85 41 0 26 Jun 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 456 13,130 0 26 May 2020
Graph Density-Aware Losses for Novel Compositions in Scene Graph Generation Boris Knyazev H. D. Vries Cătălina Cangea Graham W. Taylor Aaron Courville Eugene Belilovsky 55 56 0 17 May 2020
Towards causal generative scene models via competition of experts Julius von Kügelgen Ivan Ustyuzhaninov Peter V. Gehler Matthias Bethge Bernhard Schölkopf OCL 3DV 72 51 0 27 Apr 2020
Learning to Manipulate Individual Objects in an Image Yanchao Yang Yutong Chen Stefano Soatto OCL 103 38 0 11 Apr 2020
Better Set Representations For Relational Reasoning Qian Huang Horace He Ashutosh Kumar Singh Yan Zhang Ser-Nam Lim Austin R. Benson NAI OCL GNN 96 1 0 09 Mar 2020
Learning to Simulate Complex Physics with Graph Networks Alvaro Sanchez-Gonzalez Jonathan Godwin Tobias Pfaff Rex Ying J. Leskovec Peter W. Battaglia PINN AI4CE 148 1,104 0 21 Feb 2020
Capsules with Inverted Dot-Product Attention Routing Yao-Hung Hubert Tsai Nitish Srivastava Hanlin Goh Ruslan Salakhutdinov 69 81 0 12 Feb 2020
Learn to Predict Sets Using Feed-Forward Neural Networks H. Rezatofighi Tianyu Zhu Roman Kaskman F. Motlagh Javen Qinfeng Shi Anton Milan Daniel Cremers Laura Leal-Taixé Ian Reid SSL 108 15 0 30 Jan 2020
SPACE: Unsupervised Object-Oriented Scene Representation via Spatial Attention and Decomposition Zhixuan Lin Yi-Fu Wu Skand Peri Weihao Sun Gautam Singh Fei Deng Jindong Jiang Sungjin Ahn BDL OCL 3DPC 181 250 0 08 Jan 2020
Dota 2 with Large Scale Deep Reinforcement Learning OpenAI OpenAI : Christopher Berner Greg Brockman Brooke Chan ... Szymon Sidor Ilya Sutskever Jie Tang Filip Wolski Susan Zhang GNN VLM CLL AI4CE LRM 169 1,838 0 13 Dec 2019
Contrastive Learning of Structured World Models Thomas Kipf Elise van der Pol Max Welling OCL DRL 115 285 0 27 Nov 2019
Entity Abstraction in Visual Model-Based Reinforcement Learning Rishi Veerapaneni John D. Co-Reyes Michael Chang Michael Janner Chelsea Finn Jiajun Wu J. Tenenbaum Sergey Levine OCL OffRL 126 189 0 28 Oct 2019