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
Beyond Patches: Mining Interpretable Part-Prototypes for Explainable AI Mahdi Alehdaghi Rajarshi Bhattacharya Pourya Shamsolmoali Rafael M. O. Cruz Maguelonne Heritier Eric Granger 31 0 0 16 Apr 2025
Are We Done with Object-Centric Learning? Alexander Rubinstein Ameya Prabhu Matthias Bethge Seong Joon Oh OCL 513 0 0 09 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 77 2 0 27 Mar 2025
xMOD: Cross-Modal Distillation for 2D/3D Multi-Object Discovery from 2D motion Saad Lahlali Sandra Kara Hejer Ammar Florian Chabot Nicolas Granger Hervé Le Borgne Q. C. Pham 3DPC 48 0 0 19 Mar 2025
SIRE: SE(3) Intrinsic Rigidity Embeddings Cameron Smith Basile Van Hoorick Vitor Campagnolo Guizilini Yue Wang 34 0 0 10 Mar 2025
Object-Centric World Model for Language-Guided Manipulation Youngjoon Jeong Junha Chun S. Cha Taesup Kim OCL VGen 68 0 0 08 Mar 2025
Vector-Quantized Vision Foundation Models for Object-Centric Learning Rongzhen Zhao V. Wang Juho Kannala J. Pajarinen OCL VLM 94 0 0 27 Feb 2025
Dynamic Scene Understanding through Object-Centric Voxelization and Neural Rendering Yanpeng Zhao Yiwei Hao Siyu Gao Yunbo Wang Xiaokang Yang OCL 106 1 0 17 Feb 2025
Object-Centric Image to Video Generation with Language Guidance Angel Villar-Corrales Gjergj Plepi Sven Behnke DiffM VGen OCL 61 0 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 36 0 0 13 Feb 2025
PlaySlot: Learning Inverse Latent Dynamics for Controllable Object-Centric Video Prediction and Planning Angel Villar-Corrales Sven Behnke 62 2 0 11 Feb 2025
Slot-Guided Adaptation of Pre-trained Diffusion Models for Object-Centric Learning and Compositional Generation Adil Kaan Akan Yucel Yemez DiffM OCL 37 0 0 27 Jan 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 36 0 0 21 Jan 2025
StaR Maps: Unveiling Uncertainty in Geospatial Relations Simon Kohaut Benedict Flade Julian Eggert D. Dhami Kristian Kersting 32 1 0 24 Dec 2024
Scaling 4D Representations João Carreira Dilara Gokay Michael King Chuhan Zhang Ignacio Rocco ... Viorica Patraucean Dima Damen Pauline Luc Mehdi S. M. Sajjadi Andrew Zisserman 72 3 0 19 Dec 2024
Efficient Object-centric Representation Learning with Pre-trained Geometric Prior Phúc H. Lê Khắc Graham Healy A. Smeaton OCL 63 0 0 16 Dec 2024
Moving Off-the-Grid: Scene-Grounded Video Representations Sjoerd van Steenkiste Daniel Zoran Yi Yang Yulia Rubanova Rishabh Kabra ... Thomas Keck João Carreira Alexey Dosovitskiy Mehdi S. M. Sajjadi Thomas Kipf 24 3 0 08 Nov 2024
Grouped Discrete Representation for Object-Centric Learning Rongzhen Zhao V. Wang Juho Kannala J. Pajarinen BDL OCL 19 1 0 04 Nov 2024
Bootstrapping Top-down Information for Self-modulating Slot Attention Dongwon Kim Seoyeon Kim Suha Kwak OCL ObjD 22 0 0 04 Nov 2024
Improving Viewpoint-Independent Object-Centric Representations through Active Viewpoint Selection Yinxuan Huang Chengmin Gao Bin Li Xiangyang Xue OCL 28 0 0 01 Nov 2024
FACTS: A Factored State-Space Framework For World Modelling Li Nanbo Firas Laakom Yucheng Xu Wenyi Wang Jürgen Schmidhuber AI4TS 34 0 0 28 Oct 2024
Learning Global Object-Centric Representations via Disentangled Slot Attention Tonglin Chen Yinxuan Huang Zhimeng Shen Jinghao Huang Bin Li Xiangyang Xue OCL 17 0 0 24 Oct 2024
Object-Centric Temporal Consistency via Conditional Autoregressive Inductive Biases Cristian Meo Akihiro Nakano Mircea Lica Aniket Didolkar Masahiro Suzuki Anirudh Goyal Mengmi Zhang Justin Dauwels Y. Matsuo Yoshua Bengio OCL 23 0 0 21 Oct 2024
Interpretable end-to-end Neurosymbolic Reinforcement Learning agents Nils Grandien Quentin Delfosse Kristian Kersting OffRL 19 2 0 18 Oct 2024
Multi-Scale Fusion for Object Representation Rongzhen Zhao V. Wang Juho Kannala J. Pajarinen OCL VOS 39 1 0 02 Oct 2024
Organized Grouped Discrete Representation for Object-Centric Learning Rongzhen Zhao V. Wang Juho Kannala J. Pajarinen VOS OCL 20 1 0 05 Sep 2024
SlotLifter: Slot-guided Feature Lifting for Learning Object-centric Radiance Fields Yu Liu Baoxiong Jia Yixin Chen Siyuan Huang OCL 28 4 0 13 Aug 2024
CarFormer: Self-Driving with Learned Object-Centric Representations Shadi S. Hamdan Fatma Guney 3DPC OCL 25 1 0 22 Jul 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 30 5 0 22 Jul 2024
Rethinking Image-to-Video Adaptation: An Object-centric Perspective Rui Qian Shuangrui Ding Dahua Lin OCL 31 1 0 09 Jul 2024
Attention Normalization Impacts Cardinality Generalization in Slot Attention Markus Krimmel Jan Achterhold Joerg Stueckler OCL 24 0 0 04 Jul 2024
Learning Disentangled Representation in Object-Centric Models for Visual Dynamics Prediction via Transformers Sanket Gandhi Atul Samanyu Mahajan Vishal Sharma Rushil Gupta Arnab Kumar Mondal Parag Singla ViT OCL 22 0 0 03 Jul 2024
Grouped Discrete Representation Guides Object-Centric Learning Rongzhen Zhao V. Wang Juho Kannala J. Pajarinen OCL 18 1 0 01 Jul 2024
Compositional Image Decomposition with Diffusion Models Jocelin Su Nan Liu Yanbo Wang Joshua B. Tenenbaum Yilun Du CoGe 20 5 0 27 Jun 2024
Guiding Video Prediction with Explicit Procedural Knowledge Patrick Takenaka Johannes Maucher Marco F. Huber 29 1 0 26 Jun 2024
ViPro: Enabling and Controlling Video Prediction for Complex Dynamical Scenarios using Procedural Knowledge Patrick Takenaka Johannes Maucher Marco F. Huber VGen 18 0 0 26 Jun 2024
Slot State Space Models Jindong Jiang Fei Deng Gautam Singh Minseung Lee Sungjin Ahn 39 4 0 18 Jun 2024
Adaptive Slot Attention: Object Discovery with Dynamic Slot Number Ke Fan Zechen Bai Tianjun Xiao Tong He Max Horn Yanwei Fu Francesco Locatello Zheng Zhang OCL 22 5 0 13 Jun 2024
Identifiable Object-Centric Representation Learning via Probabilistic Slot Attention Avinash Kori Francesco Locatello Ainkaran Santhirasekaram Francesca Toni Ben Glocker Fabio De Sousa Ribeiro OCL 24 1 0 11 Jun 2024
Transformers and Slot Encoding for Sample Efficient Physical World Modelling Francesco Petri Luigi Asprino Aldo Gangemi OCL ViT 14 0 0 30 May 2024
Recurrent Complex-Weighted Autoencoders for Unsupervised Object Discovery Anand Gopalakrishnan Aleksandar Stanić Jürgen Schmidhuber M. C. Mozer 27 5 0 27 May 2024
Flow Snapshot Neurons in Action: Deep Neural Networks Generalize to Biological Motion Perception Shuangpeng Han Ziyu Wang Mengmi Zhang 24 0 0 26 May 2024
Unsupervised Dynamics Prediction with Object-Centric Kinematics Yeon-Ji Song Suhyung Choi Jaein Kim Jin-Hwa Kim Byoung-Tak Zhang 20 0 0 29 Apr 2024
Composing Pre-Trained Object-Centric Representations for Robotics From "What" and "Where" Foundation Models Junyao Shi Jianing Qian Yecheng Jason Ma Dinesh Jayaraman OCL 24 4 0 20 Apr 2024
On permutation-invariant neural networks Masanari Kimura Ryotaro Shimizu Yuki Hirakawa Ryosuke Goto Yuki Saito OOD AAML 22 7 0 26 Mar 2024
Pose-Guided Self-Training with Two-Stage Clustering for Unsupervised Landmark Discovery Siddharth Tourani Ahmed Alwheibi Arif Mahmood Muhammad Haris Khan DiffM 22 1 0 24 Mar 2024
Reasoning-Enhanced Object-Centric Learning for Videos Jian Li Pu Ren Yang Liu Hao-Lun Sun OCL LRM 23 2 0 22 Mar 2024
Attentive Illumination Decomposition Model for Multi-Illuminant White Balancing Dongyoung Kim Jinwoo Kim Junsang Yu Seon Joo Kim 29 5 0 28 Feb 2024
Parallelized Spatiotemporal Binding Gautam Singh Yue Wang Jiawei Yang B. Ivanovic Sungjin Ahn Marco Pavone Tong Che 25 1 0 26 Feb 2024
Binding Dynamics in Rotating Features Sindy Lowe Francesco Locatello Max Welling OCL 10 1 0 08 Feb 2024