Concepedia

Compositional Visual Understanding

Compositional Visual Understanding is a computational framework that enables the interpretation of complex visual scenes by decomposing them into semantically meaningful components and their relational structures, thereby facilitating inference through systematic integration of part-whole hierarchies and contextual dependencies.

154

Publications

16.9K

Citations

518

Authors

176

Institutions

Publications per year

2017–2026

109

Parents

Publications

154

3D ShapeNets: A deep representation for volumetric shapes

Zhirong Wu, Shuran Song, Aditya Khosla et al. · 2015 · 4.7K citations · Full text

, , +16

CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning

Justin Johnson, Bharath Hariharan, Laurens van der Maaten et al. · 2017 · 1.8K citations

, , +13

Grounded Compositional Semantics for Finding and Describing Images with Sentences

Richard Socher, Andrej Karpathy, Quoc V. Le et al. · Transactions of the Association for Computational Linguistics · 2014 · 831 citations · Full text

, , +16

Learning to Compose Dynamic Tree Structures for Visual Contexts

Kaihua Tang, Hanwang Zhang, Baoyuan Wu et al. · 2019 · 542 citations

, , +12

Extracting information from an animation during complex visual learning

Richard Lowe · European Journal of Psychology of Education · 1999 · 374 citations

, , +10

1–5 of 154

Authors

518

  1. AY
    Alan Yuille

    Johns Hopkins University, United States

    8 publications · 321 citations

    8

    h-index

  2. JB
    Joshua B. Tenenbaum

    Massachusetts Institute of Technology, United States

    6 publications · 531 citations

    6

    h-index

  3. AT
    Antonio Torralba

    Massachusetts Institute of Technology, United States

    5 publications · 153 citations

    5

    h-index

  4. SV
    Sjoerd van Steenkiste

    Dalle Molle Institute for Artificial Intelligence Research, Switzerland

    4 publications · 226 citations

    4

    h-index

  5. JS
    Jürgen Schmidhuber

    Dalle Molle Institute for Artificial Intelligence Research, Switzerland

    4 publications · 226 citations

    4

    h-index

1–5 of 518

Institutions

176

  1. Google (United States)

    Mountain View, United States

    13 h-index

    30 publications

    3.1K citations

  2. Massachusetts Institute of Technology

    Cambridge, United States

    8 h-index

    20 publications

    6.8K citations

  3. Stanford University

    Stanford, United States

    7 h-index

    16 publications

    7.3K citations

  4. Cornell University

    Ithaca, United States

    6 h-index

    11 publications

    564 citations

  5. Sun Yat-sen University

    Guangzhou, China

    5 h-index

    10 publications

    844 citations

  6. Meta (Israel)

    Tel Aviv, Israel

    5 h-index

    14 publications

    9.7K citations

  7. University of Hong Kong

    Pok Fu Lam, Hong Kong

    5 h-index

    13 publications

    987 citations

  8. University of California, Los Angeles

    Los Angeles, United States

    4 h-index

    8 publications

    918 citations

1–8 of 176

Venues

  1. arXiv (Cornell University)

    Repository · 48 publications · 2.4K citations

    24

    h-index

  2. 5

    h-index

  3. 5

    h-index

  4. Neural Information Processing Systems

    Conference · 4 publications · 159 citations

    4

    h-index

  5. Cognitive Science

    3 publications · 110 citations

    3

    h-index

1–5