Self-supervised Object-Centric Learning for Videos

10 October 2023

Papers citing "Self-supervised Object-Centric Learning for Videos"

27 / 27 papers shown

Title
Reinforcement Learning meets Masked Video Modeling : Trajectory-Guided Adaptive Token Selection Ayush Rai Kyle Min Tarun Krishna Feiyan Hu A. Smeaton Noel E. O'Connor VGen 14 0 0 13 May 2025
Cognitive Science-Inspired Evaluation of Core Capabilities for Object Understanding in AI Danaja Rutar Alva Markelius Konstantinos Voudouris José Hernández Orallo Lucy G. Cheke OCL ELM 56 0 0 27 Mar 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
Object-Centric World Model for Language-Guided Manipulation Youngjoon Jeong Junha Chun S. Cha Taesup Kim OCL VGen 73 0 0 08 Mar 2025
Object-Centric Image to Video Generation with Language Guidance Angel Villar-Corrales Gjergj Plepi Sven Behnke DiffM VGen OCL 71 0 0 17 Feb 2025
PlaySlot: Learning Inverse Latent Dynamics for Controllable Object-Centric Video Prediction and Planning Angel Villar-Corrales Sven Behnke 70 2 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 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
Robust Bird's Eye View Segmentation by Adapting DINOv2 Merve Rabia Barın Görkay Aydemir Fatma Guney 20 1 0 16 Sep 2024
A Likelihood Ratio-Based Approach to Segmenting Unknown Objects Nazir Nayal Youssef Shoeb Fatma Güney OODD 25 0 0 10 Sep 2024
Can Visual Foundation Models Achieve Long-term Point Tracking? Görkay Aydemir Weidi Xie Fatma Guney 24 7 0 24 Aug 2024
Zero-Shot Object-Centric Representation Learning Aniket Didolkar Andrii Zadaianchuk Anirudh Goyal Mike Mozer Yoshua Bengio Georg Martius Maximilian Seitzer VLM OCL 29 4 0 17 Aug 2024
CarFormer: Self-Driving with Learned Object-Centric Representations Shadi S. Hamdan Fatma Guney 3DPC OCL 30 2 0 22 Jul 2024
Rethinking Image-to-Video Adaptation: An Object-centric Perspective Rui Qian Shuangrui Ding Dahua Lin OCL 44 1 0 09 Jul 2024
SPARO: Selective Attention for Robust and Compositional Transformer Encodings for Vision Ankit Vani Bac Nguyen Samuel Lavoie Ranjay Krishna Aaron Courville 23 1 0 24 Apr 2024
Appearance-based Refinement for Object-Centric Motion Segmentation Junyu Xie Weidi Xie Andrew Zisserman VOS 25 3 0 18 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 30 4 0 29 Nov 2023
Object-Centric Learning for Real-World Videos by Predicting Temporal Feature Similarities Andrii Zadaianchuk Maximilian Seitzer Georg Martius OCL 15 15 0 07 Jun 2023
Unsupervised Multi-object Segmentation by Predicting Probable Motion Patterns Laurynas Karazija Subhabrata Choudhury Iro Laina Christian Rupprecht Andrea Vedaldi OCL 95 20 0 21 Oct 2022
A Simple and Powerful Global Optimization for Unsupervised Video Object Segmentation Georgy Ponimatkin Nermin Samet Yanghua Xiao Yuming Du Renaud Marlet Vincent Lepetit VOS 58 20 0 19 Sep 2022
GroupViT: Semantic Segmentation Emerges from Text Supervision Jiarui Xu Shalini De Mello Sifei Liu Wonmin Byeon Thomas Breuel Jan Kautz X. Wang ViT VLM 175 494 0 22 Feb 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,337 0 11 Nov 2021
Localizing Objects with Self-Supervised Transformers and no Labels Oriane Siméoni Gilles Puy Huy V. Vo Simon Roburin Spyros Gidaris Andrei Bursuc P. Pérez Renaud Marlet Jean Ponce ViT 161 195 0 29 Sep 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 283 5,723 0 29 Apr 2021
On the Binding Problem in Artificial Neural Networks Klaus Greff Sjoerd van Steenkiste Jürgen Schmidhuber OCL 224 252 0 09 Dec 2020
UnOVOST: Unsupervised Offline Video Object Segmentation and Tracking Jonathon Luiten Idil Esen Zulfikar Bastian Leibe VOS 120 62 0 15 Jan 2020