Improving Object-centric Learning with Query Optimization

17 October 2022

Baoxiong Jia

Papers citing "Improving Object-centric Learning with Query Optimization"

49 / 49 papers shown

Title
Hierarchical Compact Clustering Attention (COCA) for Unsupervised Object-Centric Learning Can Küçüksözen Yücel Yemez OCL 49 0 0 04 May 2025
Unveiling the Mist over 3D Vision-Language Understanding: Object-centric Evaluation with Chain-of-Analysis J. Huang Baoxiong Jia Yixuan Wang Ziyu Zhu Xiongkun Linghu Qing Li Song-Chun Zhu Siyuan Huang 84 3 0 28 Mar 2025
Vector-Quantized Vision Foundation Models for Object-Centric Learning Rongzhen Zhao V. Wang Arno Solin Joni Pajarinen OCL VLM 206 0 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 82 8 0 26 Feb 2025
Slot-Guided Adaptation of Pre-trained Diffusion Models for Object-Centric Learning and Compositional Generation Adil Kaan Akan Yucel Yemez DiffM OCL 42 0 0 27 Jan 2025
Bootstrapping Top-down Information for Self-modulating Slot Attention Dongwon Kim Seoyeon Kim Suha Kwak OCL ObjD 35 0 0 04 Nov 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 41 2 0 21 Oct 2024
Artificial Kuramoto Oscillatory Neurons Takeru Miyato Sindy Lowe Andreas Geiger Max Welling AI4CE 77 6 0 17 Oct 2024
Simplified priors for Object-Centric Learning Vihang Patil Andreas Radler Daniel Klotz Sepp Hochreiter OCL 42 0 0 01 Oct 2024
SlotLifter: Slot-guided Feature Lifting for Learning Object-centric Radiance Fields Yu Liu Baoxiong Jia Yixin Chen Siyuan Huang OCL 43 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 46 5 0 22 Jul 2024
Grouped Discrete Representation Guides Object-Centric Learning Rongzhen Zhao V. Wang Arno Solin Joni Pajarinen OCL 36 2 0 01 Jul 2024
Slot State Space Models Jindong Jiang Fei Deng Gautam Singh Minseung Lee Sungjin Ahn 44 4 0 18 Jun 2024
Transformers and Slot Encoding for Sample Efficient Physical World Modelling Francesco Petri Luigi Asprino Aldo Gangemi OCL ViT 32 0 0 30 May 2024
Learning Object-Centric Representation via Reverse Hierarchy Guidance Junhong Zou Xiangyu Zhu Zhaoxiang Zhang Zhen Lei BDL ObjD OCL 24 0 0 17 May 2024
On permutation-invariant neural networks Masanari Kimura Ryotaro Shimizu Yuki Hirakawa Ryosuke Goto Yuki Saito OOD AAML 38 12 0 26 Mar 2024
Learning Decomposable and Debiased Representations via Attribute-Centric Information Bottlenecks Jinyung Hong Eunyeong Jeon Changhoon Kim Keun Hee Park Utkarsh Nath Yezhou Yang P. Turaga Theodore P. Pavlic CML 36 0 0 21 Mar 2024
End-to-End Neuro-Symbolic Reinforcement Learning with Textual Explanations Lirui Luo Guoxi Zhang Hongming Xu Yaodong Yang Cong Fang Qing Li 37 11 0 19 Mar 2024
A Fixed-Point Approach to Unified Prompt-Based Counting Wei Lin Antoni B. Chan 28 4 0 15 Mar 2024
Parallelized Spatiotemporal Binding Gautam Singh Yue Wang Jiawei Yang Boris Ivanovic Sungjin Ahn Marco Pavone Tong Che 48 1 0 26 Feb 2024
Unsupervised Discovery of Object-Centric Neural Fields Rundong Luo Hong-Xing Yu Jiajun Wu 3DPC OCL 90 3 0 12 Feb 2024
Binding Dynamics in Rotating Features Sindy Lowe Francesco Locatello Max Welling OCL 27 2 0 08 Feb 2024
Explicitly Disentangled Representations in Object-Centric Learning Riccardo Majellaro Jonathan Collu Aske Plaat Thomas M. Moerland CoGe OOD OCL 68 1 0 18 Jan 2024
Slot Structured World Models Jonathan Collu Riccardo Majellaro Aske Plaat Thomas M. Moerland OCL 20 1 0 08 Jan 2024
Benchmarks for Physical Reasoning AI Andrew Melnik Robin Schiewer Moritz Lange Andrei Muresanu Mozhgan Saeidi Animesh Garg Helge J. Ritter 24 8 0 17 Dec 2023
Benchmarking and Analysis of Unsupervised Object Segmentation from Real-world Single Images Yafei Yang Bo Yang OCL 32 2 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 15 12 0 01 Dec 2023
Neurosymbolic Grounding for Compositional World Models Atharva Sehgal Arya Grayeli Jennifer J. Sun Swarat Chaudhuri 40 5 0 19 Oct 2023
ADAPT: Efficient Multi-Agent Trajectory Prediction with Adaptation Görkay Aydemir Adil Kaan Akan Fatma Guney 19 43 0 26 Jul 2023
OCTScenes: A Versatile Real-World Dataset of Tabletop Scenes for Object-Centric Learning Yin-Tao Huang Tonglin Chen Zhimeng Shen Jinghao Huang Bin Li Xiangyang Xue OCL 27 1 0 16 Jun 2023
Object-Centric Learning for Real-World Videos by Predicting Temporal Feature Similarities Andrii Zadaianchuk Maximilian Seitzer Georg Martius OCL 23 38 0 07 Jun 2023
Cycle Consistency Driven Object Discovery Aniket Didolkar Anirudh Goyal Yoshua Bengio OCL 24 8 0 03 Jun 2023
Rotating Features for Object Discovery Sindy Lowe Phillip Lippe Francesco Locatello Max Welling OCL 30 21 0 01 Jun 2023
Sensitivity of Slot-Based Object-Centric Models to their Number of Slots Roland S. Zimmermann Sjoerd van Steenkiste Mehdi S. M. Sajjadi Thomas Kipf Klaus Greff OCL 33 5 0 30 May 2023
Concept-Centric Transformers: Enhancing Model Interpretability through Object-Centric Concept Learning within a Shared Global Workspace Jinyung Hong Keun Hee Park Theodore P. Pavlic 29 5 0 25 May 2023
SlotDiffusion: Object-Centric Generative Modeling with Diffusion Models Ziyi Wu Jingyu Hu Wuyue Lu Igor Gilitschenski Animesh Garg DiffM OCL 36 44 0 18 May 2023
Object-centric Learning with Cyclic Walks between Parts and Whole Ziyu Wang Mike Zheng Shou Mengmi Zhang OCL 38 9 0 16 Feb 2023
Promising or Elusive? Unsupervised Object Segmentation from Real-world Single Images Yafei Yang Bo Yang OCL 101 17 0 05 Oct 2022
BOME! Bilevel Optimization Made Easy: A Simple First-Order Approach Mao Ye B. Liu S. Wright Peter Stone Qian Liu 72 82 0 19 Sep 2022
Object Representations as Fixed Points: Training Iterative Refinement Algorithms with Implicit Differentiation Michael Chang Thomas L. Griffiths Sergey Levine OCL 57 58 0 02 Jul 2022
GroupViT: Semantic Segmentation Emerges from Text Supervision Jiarui Xu Shalini De Mello Sifei Liu Wonmin Byeon Thomas Breuel Jan Kautz Xinyu Wang ViT VLM 189 499 0 22 Feb 2022
Unsupervised Part Discovery from Contrastive Reconstruction Subhabrata Choudhury Iro Laina Christian Rupprecht Andrea Vedaldi OCL SSL 186 62 0 11 Nov 2021
On Training Implicit Models Zhengyang Geng Xinyu Zhang Shaojie Bai Yisen Wang Zhouchen Lin 61 69 0 09 Nov 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 320 5,785 0 29 Apr 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 255 4,781 0 24 Feb 2021
On the Binding Problem in Artificial Neural Networks Klaus Greff Sjoerd van Steenkiste Jürgen Schmidhuber OCL 224 254 0 09 Dec 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 267 3,375 0 09 Mar 2020
Bilevel Programming for Hyperparameter Optimization and Meta-Learning Luca Franceschi P. Frasconi Saverio Salzo Riccardo Grazzi Massimiliano Pontil 110 716 0 13 Jun 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 338 11,684 0 09 Mar 2017