Concepedia

Unsupervised Instance Segmentation

Unsupervised Instance Segmentation is an instance segmentation paradigm that, unlike its supervised counterparts, operates without relying on manually annotated ground-truth instance masks during model training, thereby achieving the separation and localization of distinct object instances through unsupervised learning mechanisms.

57

Publications

3.1K

Citations

243

Authors

113

Institutions

Publications per year

2017–2026

51

Parents

Publications

57

Unsupervised segmentation of natural images via lossy data compression

Allen Y. Yang, John Wright, Yi Ma et al. · Computer Vision and Image Understanding · 2007 · 514 citations

, , +12

A survey on instance segmentation: state of the art

International Journal of Multimedia Information Retrieval · 2020 · 491 citations · Full text

, , +11

Cut and Learn for Unsupervised Object Detection and Instance Segmentation

Xudong Wang, Rohit Girdhar, Stella X. Yu et al. · 2023 · 168 citations

, , +16

Estimation of generalized multisensor hidden Markov chains and unsupervised image segmentation

Nathalie Giordana, Wojciech Pieczynski · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1997 · 134 citations

, , +14

Unsupervised semantic and instance segmentation of forest point clouds

Di Wang · ISPRS Journal of Photogrammetry and Remote Sensing · 2020 · 117 citations

, , +12

1–5 of 57

Authors

243

  1. AF
    Alireza Fathi

    Babol University of Medical Sciences, Iran

    2 publications · 126 citations

    2

    h-index

  2. XW
    Xudong Wang

    Shanghai Jiao Tong University, China

    2 publications · 179 citations

    2

    h-index

  3. IM
    Ishan Misra

    Meta (Israel), Israel

    2 publications · 179 citations

    2

    h-index

  4. RG
    Rohit Girdhar

    Carnegie Mellon University, United States

    2 publications · 179 citations

    2

    h-index

  5. SX
    Stella X. Yu

    University of California, Berkeley, United States

    2 publications · 179 citations

    2

    h-index

1–5 of 243

Institutions

113

  1. Ministry of Agriculture and Rural Affairs

    Beijing, China

    4 h-index

    17 publications

    605 citations

  2. Northwest A&F University

    Yangling, China

    3 h-index

    12 publications

    352 citations

  3. Zhejiang University

    Hangzhou, China

    2 h-index

    5 publications

    232 citations

  4. Technical University of Munich

    Munich, Germany

    2 h-index

    4 publications

    82 citations

  5. Harvard University

    Cambridge, United States

    2 h-index

    4 publications

    316 citations

  6. University of California, Berkeley

    Berkeley, United States

    2 h-index

    4 publications

    1.4K citations

  7. The University of Sydney

    Sydney, Australia

    2 h-index

    6 publications

    474 citations

  8. University of Southern California

    Los Angeles, United States

    2 h-index

    6 publications

    378 citations

1–8 of 113

Venues

  1. arXiv (Cornell University)

    Repository · 4 publications · 46 citations

    4

    h-index

  2. Biosystems Engineering

    3 publications · 153 citations

    3

    h-index

  3. Expert Systems with Applications

    3 publications · 115 citations

    3

    h-index

  4. Computers and Electronics in Agriculture

    4 publications · 91 citations

    3

    h-index

  5. 2

    h-index

1–5