Concepedia

Unsupervised Object Recognition

Unsupervised Object Recognition is a methodological framework within computer vision that enables the identification and localization of objects in visual data without reliance on labeled training examples, distinguishing itself from supervised approaches by leveraging inherent data structures, statistical regularities, or clustering mechanisms to discover object categories autonomously.

105

Publications

17.6K

Citations

289

Authors

117

Institutions

Publications per year

2017–2026

30

Parents

Publications

105

Unsupervised Visual Representation Learning by Context Prediction

Carl Doersch, Abhinav Gupta, Alexei A. Efros · 2015 · 2.7K citations

, , +16

What is the best multi-stage architecture for object recognition?

Kevin Jarrett, Koray Kavukcuoglu, M. Ranzato et al. · 2009 · 2.2K citations

, , +13

Object class recognition by unsupervised scale-invariant learning

Rob Fergus, Pietro Perona, Andrew Zisserman · 2003 · 2K citations

, , +16

Probabilistic visual learning for object representation

B. Moghaddam, Alex Pentland · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1997 · 1.5K citations

, , +17

Domain adaptation for object recognition: An unsupervised approach

Raghuraman Gopalan, Ruonan Li, Rama Chellappa · 2011 · 1.1K citations

, , +14

1–5 of 105

Authors

289

  1. AV
    Andrea Vedaldi

    University of Oxford, United Kingdom

    6 publications · 550 citations

    6

    h-index

  2. SW
    Shangzhe Wu

    University of Oxford, United Kingdom

    3 publications · 330 citations

    3

    h-index

  3. PP
    Pietro Perona

    California Institute of Technology, United States

    3 publications · 2.9K citations

    3

    h-index

  4. CR
    Christian Rupprecht

    University of Oxford, United Kingdom

    3 publications · 330 citations

    3

    h-index

  5. HB
    Hakan Bilen

    University of Edinburgh, United Kingdom

    3 publications · 220 citations

    3

    h-index

1–5 of 289

Institutions

117

  1. University of Oxford

    Oxford, United Kingdom

    12 h-index

    29 publications

    6.2K citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    7 h-index

    14 publications

    6.2K citations

  3. Google (United States)

    Mountain View, United States

    6 h-index

    13 publications

    995 citations

  4. University of California, Berkeley

    Berkeley, United States

    5 h-index

    7 publications

    6.9K citations

  5. California Institute of Technology

    Pasadena, United States

    5 h-index

    10 publications

    5K citations

  6. Microsoft (United States)

    Redmond, United States

    4 h-index

    5 publications

    1.1K citations

  7. University of Illinois Urbana-Champaign

    Urbana, United States

    4 h-index

    11 publications

    584 citations

  8. Institut national de recherche en sciences et technologies du numérique

    Le Chesnay-Rocquencourt, France

    3 h-index

    6 publications

    486 citations

1–8 of 117

Venues

  1. arXiv (Cornell University)

    Repository · 15 publications · 1.2K citations

    13

    h-index

  2. 7

    h-index

  3. Neural Computation

    3 publications · 111 citations

    3

    h-index

  4. Pattern Recognition Letters

    1 publications · 18 citations

    1

    h-index

  5. International Journal of Computer Vision

    1 publications · 190 citations

    1

    h-index

1–5