SAVi++: Towards End-to-End Object-Centric Learning from Real-World Videos

15 June 2022

Gamaleldin F. Elsayed

Aravindh Mahendran

Sjoerd van Steenkiste

Papers citing "SAVi++: Towards End-to-End Object-Centric Learning from Real-World Videos"

50 / 110 papers shown

Title
Are We Done with Object-Centric Learning? Alexander Rubinstein Ameya Prabhu Matthias Bethge Seong Joon Oh OCL 520 0 0 09 Apr 2025
OCRT: Boosting Foundation Models in the Open World with Object-Concept-Relation Triad Luyao Tang Yuxuan Yuan C. L. P. Chen Zeyu Zhang Yue Huang Kun Zhang 48 0 0 24 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 50 0 0 19 Mar 2025
SIRE: SE(3) Intrinsic Rigidity Embeddings Cameron Smith Basile Van Hoorick Vitor Campagnolo Guizilini Yue Wang 40 0 0 10 Mar 2025
Object-Centric World Model for Language-Guided Manipulation Youngjoon Jeong Junha Chun S. Cha Taesup Kim OCL VGen 73 0 0 08 Mar 2025
Vector-Quantized Vision Foundation Models for Object-Centric Learning Rongzhen Zhao V. Wang Juho Kannala J. Pajarinen OCL VLM 99 0 0 27 Feb 2025
Object-centric Binding in Contrastive Language-Image Pretraining Rim Assouel Pietro Astolfi Florian Bordes M. Drozdzal Adriana Romero Soriano OCL VLM CoGe 102 0 0 19 Feb 2025
Object-Centric Image to Video Generation with Language Guidance Angel Villar-Corrales Gjergj Plepi Sven Behnke DiffM VGen OCL 66 0 0 17 Feb 2025
Dynamic Scene Understanding through Object-Centric Voxelization and Neural Rendering Yanpeng Zhao Yiwei Hao Siyu Gao Yunbo Wang Xiaokang Yang OCL 111 1 0 17 Feb 2025
PlaySlot: Learning Inverse Latent Dynamics for Controllable Object-Centric Video Prediction and Planning Angel Villar-Corrales Sven Behnke 67 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 41 0 0 21 Jan 2025
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 74 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
On Moving Object Segmentation from Monocular Video with Transformers Christian Homeyer Christoph Schnörr 84 3 0 28 Nov 2024
Object-centric proto-symbolic behavioural reasoning from pixels R. S. V. Bergen Justus F. Hübotter Pablo Lanillos LM&Ro OCL 70 0 0 26 Nov 2024
SPARTAN: A Sparse Transformer Learning Local Causation Anson Lei Bernhard Schölkopf Ingmar Posner 30 2 0 11 Nov 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 26 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 24 0 0 04 Nov 2024
ANAVI: Audio Noise Awareness using Visuals of Indoor environments for NAVIgation Vidhi Jain Rishi Veerapaneni Yonatan Bisk 24 0 0 24 Oct 2024
Learning Global Object-Centric Representations via Disentangled Slot Attention Tonglin Chen Yinxuan Huang Zhimeng Shen Jinghao Huang Bin Li Xiangyang Xue OCL 22 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 28 0 0 21 Oct 2024
Next state prediction gives rise to entangled, yet compositional representations of objects Tankred Saanum Luca M. Schulze Buschoff Peter Dayan Eric Schulz OCL CoGe OOD 17 1 0 07 Oct 2024
Multi-Scale Fusion for Object Representation Rongzhen Zhao V. Wang Juho Kannala J. Pajarinen OCL VOS 46 1 0 02 Oct 2024
SOAR: Self-supervision Optimized UAV Action Recognition with Efficient Object-Aware Pretraining Ruiqi Xian Xiyang Wu Tianrui Guan Xijun Wang Boqing Gong Dinesh Manocha ViT 22 0 0 26 Sep 2024
Organized Grouped Discrete Representation for Object-Centric Learning Rongzhen Zhao V. Wang Juho Kannala J. Pajarinen VOS OCL 25 1 0 05 Sep 2024
Zero-Shot Object-Centric Representation Learning Aniket Didolkar Andrii Zadaianchuk Anirudh Goyal Mike Mozer Yoshua Bengio Georg Martius Maximilian Seitzer VLM OCL 26 4 0 17 Aug 2024
SlotLifter: Slot-guided Feature Lifting for Learning Object-centric Radiance Fields Yu Liu Baoxiong Jia Yixin Chen Siyuan Huang OCL 31 4 0 13 Aug 2024
CarFormer: Self-Driving with Learned Object-Centric Representations Shadi S. Hamdan Fatma Guney 3DPC OCL 30 2 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 35 5 0 22 Jul 2024
Attention Normalization Impacts Cardinality Generalization in Slot Attention Markus Krimmel Jan Achterhold Joerg Stueckler OCL 29 0 0 04 Jul 2024
Grouped Discrete Representation Guides Object-Centric Learning Rongzhen Zhao V. Wang Juho Kannala J. Pajarinen OCL 23 1 0 01 Jul 2024
Slot State Space Models Jindong Jiang Fei Deng Gautam Singh Minseung Lee Sungjin Ahn 39 4 0 18 Jun 2024
Neural Concept Binder Wolfgang Stammer Antonia Wüst David Steinmann Kristian Kersting OCL 23 4 0 14 Jun 2024
Neural Assets: 3D-Aware Multi-Object Scene Synthesis with Image Diffusion Models Ziyi Wu Yulia Rubanova Rishabh Kabra Drew A. Hudson Igor Gilitschenski Yusuf Aytar Sjoerd van Steenkiste Kelsey R. Allen Thomas Kipf VGen DiffM 26 10 0 13 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 27 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 32 1 0 11 Jun 2024
Recurrent Complex-Weighted Autoencoders for Unsupervised Object Discovery Anand Gopalakrishnan Aleksandar Stanić Jürgen Schmidhuber M. C. Mozer 34 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
Compete and Compose: Learning Independent Mechanisms for Modular World Models Anson Lei Frederik Nolte Bernhard Schölkopf Ingmar Posner OffRL 21 2 0 23 Apr 2024
On permutation-invariant neural networks Masanari Kimura Ryotaro Shimizu Yuki Hirakawa Ryosuke Goto Yuki Saito OOD AAML 30 7 0 26 Mar 2024
Reasoning-Enhanced Object-Centric Learning for Videos Jian Li Pu Ren Yang Liu Hao-Lun Sun OCL LRM 28 2 0 22 Mar 2024
Parallelized Spatiotemporal Binding Gautam Singh Yue Wang Jiawei Yang B. Ivanovic Sungjin Ahn Marco Pavone Tong Che 33 1 0 26 Feb 2024
Binding Dynamics in Rotating Features Sindy Lowe Francesco Locatello Max Welling OCL 12 1 0 08 Feb 2024
Neural Slot Interpreters: Grounding Object Semantics in Emergent Slot Representations Bhishma Dedhia N. Jha OCL 39 1 0 02 Feb 2024
VONet: Unsupervised Video Object Learning With Parallel U-Net Attention and Object-wise Sequential VAE Haonan Yu Wei Xu ViT 25 1 0 20 Jan 2024
Appearance-based Refinement for Object-Centric Motion Segmentation Junyu Xie Weidi Xie Andrew Zisserman VOS 20 3 0 18 Dec 2023
Grounded Question-Answering in Long Egocentric Videos Shangzhe Di Weidi Xie 26 3 0 11 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