Concepedia

Object-centric Learning

Object-Centric Learning is a machine learning framework that models complex scenes by decomposing them into discrete, interpretable representations of individual objects, thereby enabling relational reasoning and structured scene understanding in contrast to holistic, pixel-based approaches.

159

Publications

16.6K

Citations

599

Authors

149

Institutions

Publications per year

2017–2026

134

Parents

Publications

159

Visual Genome: Connecting Language and Vision Using Crowdsourced Dense Image Annotations

Ranjay Krishna, Yuke Zhu, Oliver Groth et al. · International Journal of Computer Vision · 2017 · 5.2K citations · Full text

, , +16

Learning Deep Features for Scene Recognition using Places Database

Bolei Zhou, Àgata Lapedriza, Jianxiong Xiao et al. · DSpace@MIT (Massachusetts Institute of Technology) · 2014 · 2.6K citations · Full text

, , +13

VinVL: Revisiting Visual Representations in Vision-Language Models

Pengchuan Zhang, Xiujun Li, Xiaowei Hu et al. · 2021 · 863 citations

, , +16

mlr3: A modern object-oriented machine learning framework in R

Michel Lang, Martin Binder, Jakob Richter et al. · The Journal of Open Source Software · 2019 · 463 citations · Full text

, , +10

Object-Centric Auto-Encoders and Dummy Anomalies for Abnormal Event Detection in Video

Radu Tudor Ionescu, Fahad Shahbaz Khan, Mariana-Iuliana Georgescu et al. · 2019 · 418 citations

, , +16

1–5 of 159

Authors

599

  1. JW
    Jiajun Wu

    Massachusetts Institute of Technology, United States

    9 publications · 397 citations

    9

    h-index

  2. JB
    Joshua B. Tenenbaum

    Massachusetts Institute of Technology, United States

    8 publications · 331 citations

    8

    h-index

  3. SL
    Sergey Levine

    University of California, Berkeley, United States

    7 publications · 445 citations

    7

    h-index

  4. AV
    Andrea Vedaldi

    University of Oxford, United Kingdom

    6 publications · 149 citations

    6

    h-index

  5. LF
    Li Fei-Fei

    Stanford University, United States

    6 publications · 5.6K citations

    6

    h-index

1–5 of 599

Institutions

149

  1. Google (United States)

    Mountain View, United States

    10 h-index

    27 publications

    2.6K citations

  2. Stanford University

    Stanford, United States

    9 h-index

    27 publications

    42K citations

  3. University of California, Berkeley

    Berkeley, United States

    8 h-index

    28 publications

    1.9K citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    8 h-index

    24 publications

    11.5K citations

  5. University of Oxford

    Oxford, United Kingdom

    7 h-index

    19 publications

    532 citations

  6. University of Edinburgh

    Edinburgh, United Kingdom

    5 h-index

    5 publications

    142 citations

  7. University College London

    London, United Kingdom

    5 h-index

    7 publications

    567 citations

  8. Princeton University

    Princeton, United States

    4 h-index

    8 publications

    3.8K citations

1–8 of 149

Venues

  1. arXiv (Cornell University)

    Repository · 58 publications · 2.6K citations

    28

    h-index

  2. 5

    h-index

  3. 3

    h-index

  4. Oxford University Research Archive (ORA) (University of Oxford)

    Repository · 3 publications · 143 citations

    3

    h-index

  5. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 3 publications · 110 citations

    3

    h-index

1–5