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"

50 / 97 papers shown

Title
Object-Aware DINO (Oh-A-Dino): Enhancing Self-Supervised Representations for Multi-Object Instance Retrieval Stefan Sylvius Wagner Stefan Harmeling OCL 65 0 0 12 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 Image to Video Generation with Language Guidance Angel Villar-Corrales Gjergj Plepi Sven Behnke DiffM VGen OCL 66 0 0 17 Feb 2025
Artificial Kuramoto Oscillatory Neurons Takeru Miyato Sindy Lowe Andreas Geiger Max Welling AI4CE 62 6 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
Object-Centric Latent Action Learning Albina Klepach Alexander Nikulin Ilya Zisman Denis Tarasov Alexander Derevyagin Andrei Polubarov Nikita Lyubaykin Vladislav Kurenkov 41 0 0 13 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
Learning segmentation from point trajectories Laurynas Karazija Iro Laina Christian Rupprecht Andrea Vedaldi 3DPC 46 1 0 21 Jan 2025
On Moving Object Segmentation from Monocular Video with Transformers Christian Homeyer Christoph Schnörr 84 3 0 28 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
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
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
Multi-Scale Fusion for Object Representation Rongzhen Zhao V. Wang Juho Kannala J. Pajarinen OCL VOS 46 1 0 02 Oct 2024
Compositional Audio Representation Learning Sripathi Sridhar Mark Cartwright AI4TS 19 0 0 15 Sep 2024
Organized Grouped Discrete Representation for Object-Centric Learning Rongzhen Zhao V. Wang Juho Kannala J. Pajarinen VOS OCL 22 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
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
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 30 0 0 03 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 45 1 0 02 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 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
Transformers and Slot Encoding for Sample Efficient Physical World Modelling Francesco Petri Luigi Asprino Aldo Gangemi OCL ViT 19 0 0 30 May 2024
Recurrent Complex-Weighted Autoencoders for Unsupervised Object Discovery Anand Gopalakrishnan Aleksandar Stanić Jürgen Schmidhuber M. C. Mozer 34 5 0 27 May 2024
Learning to Compose: Improving Object Centric Learning by Injecting Compositionality Whie Jung Jaehoon Yoo Sungjin Ahn Seunghoon Hong OCL CoGe 24 4 0 01 May 2024
Unsupervised Dynamics Prediction with Object-Centric Kinematics Yeon-Ji Song Suhyung Choi Jaein Kim Jin-Hwa Kim Byoung-Tak Zhang 25 0 0 29 Apr 2024
DiffFAE: Advancing High-fidelity One-shot Facial Appearance Editing with Space-sensitive Customization and Semantic Preservation Qilin Wang Jiangning Zhang Chengming Xu Weijian Cao Ying Tai Yue Han Yanhao Ge Hong Gu Chengjie Wang Yanwei Fu DiffM 22 0 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 30 1 0 26 Feb 2024
Binding Dynamics in Rotating Features Sindy Lowe Francesco Locatello Max Welling OCL 12 1 0 08 Feb 2024
Neural Language of Thought Models Yi-Fu Wu Minseung Lee Sungjin Ahn MLLM VLM 42 5 0 02 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
Benchmarks for Physical Reasoning AI Andrew Melnik Robin Schiewer Moritz Lange Andrei Muresanu Mozhgan Saeidi Animesh Garg Helge J. Ritter 13 8 0 17 Dec 2023
Benchmarking and Analysis of Unsupervised Object Segmentation from Real-world Single Images Yafei Yang Bo Yang OCL 16 1 0 08 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
Betrayed by Attention: A Simple yet Effective Approach for Self-supervised Video Object Segmentation Shuangrui Ding Rui Qian Haohang Xu Dahua Lin Hongkai Xiong VOS 27 4 0 29 Nov 2023
Imagine the Unseen World: A Benchmark for Systematic Generalization in Visual World Models Yeongbin Kim Gautam Singh Junyeong Park Çağlar Gülçehre Sungjin Ahn OCL VLM 22 1 0 15 Nov 2023
The Background Also Matters: Background-Aware Motion-Guided Objects Discovery Sandra Kara Hejer Ammar Florian Chabot Quoc-Cuong Pham 22 3 0 05 Nov 2023
Learning Object Permanence from Videos via Latent Imaginations Manuel Traub Frederic Becker S. Otte Martin Volker Butz 20 1 0 16 Oct 2023
Leveraging Image Augmentation for Object Manipulation: Towards Interpretable Controllability in Object-Centric Learning Jinwoo Kim Janghyuk Choi Jaehyun Kang Changyeon Lee Ho-Jin Choi Seon Joo Kim OCL 21 0 0 13 Oct 2023
Self-supervised Object-Centric Learning for Videos Görkay Aydemir Weidi Xie Fatma Guney OCL VOS SSL 17 24 0 10 Oct 2023