Concepedia

Multi-instance Active Learning

Multi-Instance Active Learning is an active learning paradigm in which the learner iteratively selects bags of instances, rather than individual instances, for labeling, with each bag possibly containing multiple instances and only the bag-level labels being available during the learning process.

21

Publications

1.5K

Citations

76

Authors

48

Institutions

Publications per year

2017–2026

9

Variants

Mial

Parents

Publications

21

Multiple-Instance Active Learning

Burr Settles, Mark Craven, Soumya Ray · 2007 · 466 citations

, , +10

What's it going to cost you?: Predicting effort vs. informativeness for multi-label image annotations

Sudheendra Vijayanarasimhan, Kristen Grauman · 2009 IEEE Conference on Computer Vision and Pattern Recognition · 2009 · 151 citations

, , +16

Multiple Instance Active Learning for Object Detection

Tianning Yuan, Fang Wan, Mengying Fu et al. · 2021 · 138 citations

, , +10

Incorporating Diversity and Informativeness in Multiple-Instance Active Learning

Xizhao Wang, Sam Kwong, Chen Xu · IEEE Transactions on Fuzzy Systems · 2017 · 106 citations

, , +16

Active Learning With Imbalanced Multiple Noisy Labeling

Jing Zhang, Xindong Wu, Victor S. Shengs · IEEE Transactions on Cybernetics · 2014 · 94 citations

, , +11

1–5 of 21

Authors

76

  1. KG
    Kristen Grauman

    The University of Texas at Austin, United States

    2 publications · 170 citations

    2

    h-index

  2. SV
    Sudheendra Vijayanarasimhan

    The University of Texas at Austin, United States

    2 publications · 170 citations

    2

    h-index

  3. YS
    Yingcheng Sun

    Case Western Reserve University, United States

    1 publications · 17 citations

    1

    h-index

  4. CI
    Clara I. Sá‎nchez

    Radboud University Nijmegen, Netherlands

    1 publications · 60 citations

    1

    h-index

  5. HA
    Helen Ayles

    London School of Hygiene & Tropical Medicine, United Kingdom

    1 publications · 60 citations

    1

    h-index

1–5 of 76

Institutions

48

  1. Tsinghua University

    Beijing, China

    3 h-index

    6 publications

    432 citations

  2. Nanjing University of Aeronautics and Astronautics

    Nanjing, China

    2 h-index

    5 publications

    118 citations

  3. University of Chinese Academy of Sciences

    Beijing, China

    2 h-index

    8 publications

    756 citations

  4. The University of Texas at Austin

    Austin, United States

    2 h-index

    4 publications

    340 citations

  5. London School of Hygiene & Tropical Medicine

    London, United Kingdom

    1 h-index

    1 publications

    60 citations

  6. University of Central Arkansas

    Conway, United States

    1 h-index

    1 publications

    94 citations

  7. Chinese Academy of Medical Sciences & Peking Union Medical College

    Beijing, China

    1 h-index

    2 publications

    28 citations

  8. University Medical Center

    Lubbock, United States

    1 h-index

    5 publications

    300 citations

1–8 of 48

Venues

  1. 2009 IEEE Conference on Computer Vision and Pattern Recognition

    Conference · 2 publications · 170 citations

    2

    h-index

  2. Pattern Recognition

    2 publications · 76 citations

    2

    h-index

  3. IEEE Transactions on Cybernetics

    1 publications · 94 citations

    1

    h-index

  4. Knowledge and Information Systems

    1 publications · 51 citations

    1

    h-index

  5. 1

    h-index

1–5