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Unsupervised Discovery of Object-Centric Neural Fields

12 February 2024

Papers citing "Unsupervised Discovery of Object-Centric Neural Fields"

50 / 65 papers shown

Title
Object Concepts Emerge from Motion H. Liang Xiaohui Wang Zhichao Li Y. Yang Naiyan Wang VOS OCL 45 0 0 27 May 2025
MOVIS: Enhancing Multi-Object Novel View Synthesis for Indoor Scenes Ruijie Lu Yixin Chen Junfeng Ni Baoxiong Jia Yu Liu Diwen Wan Gang Zeng Siyuan Huang DiffM 213 4 0 16 Dec 2024
Unsupervised Object Discovery: A Comprehensive Survey and Unified Taxonomy José-Fabian Villa-Vásquez M. Pedersoli 134 1 0 30 Oct 2024
PhysPart: Physically Plausible Part Completion for Interactable Objects Rundong Luo Haoran Geng Congyue Deng Puhao Li Zan Wang Baoxiong Jia Leonidas Guibas Siyuan Huang 105 8 0 25 Aug 2024
SlotLifter: Slot-guided Feature Lifting for Learning Object-centric Radiance Fields Yu Liu Baoxiong Jia Yixin Chen Siyuan Huang OCL 140 5 0 13 Aug 2024
Recurrent Complex-Weighted Autoencoders for Unsupervised Object Discovery Anand Gopalakrishnan Aleksandar Stanić Jürgen Schmidhuber M. C. Mozer 85 6 0 27 May 2024
3D Copy-Paste: Physically Plausible Object Insertion for Monocular 3D Detection Yunhao Ge Hong-Xing Yu Cheng Zhao Yuliang Guo Xinyu Huang Liu Ren Laurent Itti Jiajun Wu 3DPC DiffM 81 11 0 08 Dec 2023
Segment Any 3D Gaussians Jiazhong Cen Jiemin Fang Chen Yang Lingxi Xie Xiaopeng Zhang Wei Shen Qi Tian 3DGS 146 76 0 01 Dec 2023
LRM: Large Reconstruction Model for Single Image to 3D Yicong Hong Kai Zhang Jiuxiang Gu Sai Bi Yang Zhou Difan Liu Feng Liu Kalyan Sunkavalli Trung Bui Hao Tan 3DV 3DH 183 452 0 08 Nov 2023
DDLP: Unsupervised Object-Centric Video Prediction with Deep Dynamic Latent Particles Tal Daniel Aviv Tamar DiffM 92 8 0 09 Jun 2023
Cycle Consistency Driven Object Discovery Aniket Didolkar Anirudh Goyal Yoshua Bengio OCL 84 10 0 03 Jun 2023
Segment Anything in 3D with Radiance Fields Jiazhong Cen Jiemin Fang Zanwei Zhou Chen Yang Lingxi Xie Xiaopeng Zhang Wei Shen Qi Tian 110 44 0 24 Apr 2023
DINOv2: Learning Robust Visual Features without Supervision Maxime Oquab Timothée Darcet Théo Moutakanni Huy Q. Vo Marc Szafraniec ... Hervé Jégou Julien Mairal Patrick Labatut Armand Joulin Piotr Bojanowski VLM CLIP SSL 399 3,514 0 14 Apr 2023
SparseNeRF: Distilling Depth Ranking for Few-shot Novel View Synthesis Guangcong Wang Zhaoxi Chen Chen Change Loy Ziwei Liu MDE 148 190 0 28 Mar 2023
BlobGAN-3D: A Spatially-Disentangled 3D-Aware Generative Model for Indoor Scenes Qian Wang Yiqun Wang Michael Birsak Peter Wonka 152 7 0 26 Mar 2023
FreeNeRF: Improving Few-shot Neural Rendering with Free Frequency Regularization Jiawei Yang Marco Pavone Yue Wang 195 280 0 13 Mar 2023
Invariant Slot Attention: Object Discovery with Slot-Centric Reference Frames Ondrej Biza Sjoerd van Steenkiste Mehdi S. M. Sajjadi Gamaleldin F. Elsayed Aravindh Mahendran Thomas Kipf OCL 123 37 0 09 Feb 2023
Objaverse: A Universe of Annotated 3D Objects Matt Deitke Dustin Schwenk Jordi Salvador Luca Weihs Oscar Michel Eli VanderBilt Ludwig Schmidt Kiana Ehsani Aniruddha Kembhavi Ali Farhadi 114 972 0 15 Dec 2022
ONeRF: Unsupervised 3D Object Segmentation from Multiple Views Sheng-Ming Liang Yichen Liu Shangzhe Wu Yu-Wing Tai Chi-Keung Tang 73 7 0 22 Nov 2022
Improving Object-centric Learning with Query Optimization Baoxiong Jia Yu Liu Siyuan Huang OCL 88 52 0 17 Oct 2022
Bridging the Gap to Real-World Object-Centric Learning Maximilian Seitzer Max Horn Andrii Zadaianchuk Dominik Zietlow Tianjun Xiao ... Tong He Zheng Zhang Bernhard Schölkopf Thomas Brox Francesco Locatello OCL 132 153 0 29 Sep 2022
NeRF-SOS: Any-View Self-supervised Object Segmentation on Complex Scenes Zhiwen Fan Peihao Wang Yi Ding Xinyu Gong Dejia Xu Zhangyang Wang 191 73 0 19 Sep 2022
Object-Compositional Neural Implicit Surfaces Qianyi Wu Xian Liu Yuedong Chen Kejie Li Chuanxia Zheng Jianfei Cai Jianmin Zheng OCL AI4CE 96 78 0 20 Jul 2022
On the Strong Correlation Between Model Invariance and Generalization Weijian Deng Stephen Gould Liang Zheng OOD 75 19 0 14 Jul 2022
Object Scene Representation Transformer Mehdi S. M. Sajjadi Daniel Duckworth Aravindh Mahendran Sjoerd van Steenkiste Filip Pavetić Mario Luvcić Leonidas Guibas Klaus Greff Thomas Kipf ViT OCL 92 94 0 14 Jun 2022
Unsupervised Image Representation Learning with Deep Latent Particles Tal Daniel Aviv Tamar OCL SSL 61 12 0 31 May 2022
Unsupervised Discovery and Composition of Object Light Fields Cameron Smith Hong-Xing Yu Sergey Zakharov F. Durand J. Tenenbaum Jiajun Wu Vincent Sitzmann OCL 61 29 0 08 May 2022
AutoRF: Learning 3D Object Radiance Fields from Single View Observations Norman Muller Andrea Simonelli Lorenzo Porzi Samuel Rota Buló Matthias Nießner Peter Kontschieder 76 70 0 07 Apr 2022
Complex-Valued Autoencoders for Object Discovery Sindy Löwe Phillip Lippe Maja R. Rudolph Max Welling BDL OCL 132 39 0 05 Apr 2022
Neural Fields in Visual Computing and Beyond Yiheng Xie Towaki Takikawa Shunsuke Saito Or Litany Shiqin Yan Numair Khan Federico Tombari James Tompkin Vincent Sitzmann Srinath Sridhar 3DH 216 632 0 22 Nov 2021
ABO: Dataset and Benchmarks for Real-World 3D Object Understanding Jasmine Collins Shubham Goel Kenan Deng Achleshwar Luthra Leon L. Xu ... T. F. Y. Vicente T. Dideriksen H. Arora M. Guillaumin Jitendra Malik 218 231 0 12 Oct 2021
Habitat-Matterport 3D Dataset (HM3D): 1000 Large-scale 3D Environments for Embodied AI Santhosh Kumar Ramakrishnan Aaron Gokaslan Erik Wijmans Oleksandr Maksymets Alexander Clegg ... Andrew Westbury Angel X. Chang Manolis Savva Yili Zhao Dhruv Batra 92 393 0 16 Sep 2021
Learning Object-Compositional Neural Radiance Field for Editable Scene Rendering Bangbang Yang Yinda Zhang Yinghao Xu Yijin Li Han Zhou Hujun Bao Guofeng Zhang Zhaopeng Cui AI4CE 93 277 0 04 Sep 2021
Unsupervised Discovery of Object Radiance Fields Hong-Xing Yu Leonidas Guibas Jiajun Wu OCL 78 124 0 16 Jul 2021
Spatially Invariant Unsupervised 3D Object-Centric Learning and Scene Decomposition Tianyu Wang Miaomiao Liu K. S. Ng 3DPC OCL 134 2 0 10 Jun 2021
Light Field Networks: Neural Scene Representations with Single-Evaluation Rendering Vincent Sitzmann Semon Rezchikov William T. Freeman J. Tenenbaum F. Durand 3DV 176 295 0 04 Jun 2021
Unsupervised Layered Image Decomposition into Object Prototypes Tom Monnier Elliot Vincent Jean Ponce Mathieu Aubry OCL 90 53 0 29 Apr 2021
Decomposing 3D Scenes into Objects via Unsupervised Volume Segmentation Karl Stelzner Kristian Kersting Adam R. Kosiorek 135 108 0 02 Apr 2021
Mip-NeRF: A Multiscale Representation for Anti-Aliasing Neural Radiance Fields Jonathan T. Barron B. Mildenhall Matthew Tancik Peter Hedman Ricardo Martín Brualla Pratul P. Srinivasan 128 1,989 0 24 Mar 2021
pixelNeRF: Neural Radiance Fields from One or Few Images Alex Yu Vickie Ye Matthew Tancik Angjoo Kanazawa 184 1,749 0 03 Dec 2020
GIRAFFE: Representing Scenes as Compositional Generative Neural Feature Fields Michael Niemeyer Andreas Geiger OCL 166 963 0 24 Nov 2020
Neural Scene Graphs for Dynamic Scenes Julian Ost Fahim Mannan Nils Thuerey Julian Knodt Felix Heide GNN OCL AI4CE 108 303 0 20 Nov 2020
Learning to Balance Specificity and Invariance for In and Out of Domain Generalization Prithvijit Chattopadhyay Yogesh Balaji Judy Hoffman OOD 86 207 0 28 Aug 2020
Unsupervised object-centric video generation and decomposition in 3D Paul Henderson Christoph H. Lampert OCL 103 36 0 07 Jul 2020
Toward unsupervised, multi-object discovery in large-scale image collections Huy V. Vo P. Pérez Jean Ponce OCL 69 74 0 06 Jul 2020
Object-Centric Learning with Slot Attention Francesco Locatello Dirk Weissenborn Thomas Unterthiner Aravindh Mahendran G. Heigold Jakob Uszkoreit Alexey Dosovitskiy Thomas Kipf OCL 239 859 0 26 Jun 2020
State of the Art on Neural Rendering A. Tewari Ohad Fried Justus Thies Vincent Sitzmann Stephen Lombardi ... Christian Theobalt Maneesh Agrawala Eli Shechtman Dan B. Goldman Michael Zollhöfer 3DH 3DV 107 470 0 08 Apr 2020
NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis B. Mildenhall Pratul P. Srinivasan Matthew Tancik Jonathan T. Barron R. Ramamoorthi Ren Ng 135 2,592 0 19 Mar 2020
SPACE: Unsupervised Object-Oriented Scene Representation via Spatial Attention and Decomposition Zhixuan Lin Yi-Fu Wu Skand Peri Weihao Sun Gautam Singh Fei Deng Jindong Jiang Sungjin Ahn BDL OCL 3DPC 181 250 0 08 Jan 2020
SCALOR: Generative World Models with Scalable Object Representations Jindong Jiang Sepehr Janghorbani Gerard de Melo Sungjin Ahn OCL DRL 103 133 0 06 Oct 2019