Concepedia

Open-set Image Classification

Open-Set Image Classification is an image classification paradigm that, unlike traditional closed-set settings, explicitly accounts for the presence of unknown classes during testing by requiring the model to not only correctly classify known classes but also to effectively reject samples from unseen categories.

55

Publications

3.9K

Citations

241

Authors

88

Institutions

Publications per year

2017–2026

51

Parents

Publications

55

Classification-Reconstruction Learning for Open-Set Recognition

Ryota Yoshihashi, Wen Shao, Rei Kawakami et al. · 2019 · 451 citations · Full text

, , +13

Generative OpenMax for Multi-Class Open Set Classification

Zongyuan Ge, Sergey Demyanov, Rahil Garnavi · 2017 · 427 citations

, , +14

Conditional Gaussian Distribution Learning for Open Set Recognition

Xin Sun, Zhenning Yang, Chi Zhang et al. · 2020 · 291 citations

, , +14

Sparse Representation-Based Open Set Recognition

He Zhang, Vishal M. Patel · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2016 · 222 citations

, , +13

Generative-Discriminative Feature Representations for Open-Set Recognition

Pramuditha Perera, Vlad I. Morariu, Rajiv Jain et al. · 2020 · 198 citations

, , +11

1–5 of 55

Authors

241

  1. JY
    Junjie Yan

    Group Sense (China), China

    3 publications · 257 citations

    3

    h-index

  2. DL
    Ding Liang

    University of Hong Kong, Hong Kong SAR China

    3 publications · 257 citations

    3

    h-index

  3. VM
    Vishal M. Patel

    Johns Hopkins University, United States

    3 publications · 442 citations

    3

    h-index

  4. XH
    Xiaolin Hu

    Tsinghua University, China

    3 publications · 257 citations

    3

    h-index

  5. LF
    Leyuan Fang

    Hunan University, China

    3 publications · 160 citations

    3

    h-index

1–5 of 241

Institutions

88

  1. Hunan University

    Changsha, China

    4 h-index

    13 publications

    746 citations

  2. National University of Defense Technology

    Changsha, China

    4 h-index

    18 publications

    726 citations

  3. Nanyang Technological University

    Singapore, Singapore

    3 h-index

    13 publications

    2.2K citations

  4. Tsinghua University

    Beijing, China

    3 h-index

    3 publications

    245 citations

  5. University of Pisa

    Pisa, Italy

    2 h-index

    6 publications

    138 citations

  6. University of Electronic Science and Technology of China

    Chengdu, China

    2 h-index

    13 publications

    351 citations

  7. Nanjing University of Aeronautics and Astronautics

    Nanjing, China

    2 h-index

    5 publications

    272 citations

  8. Chinese Academy of Sciences

    Beijing, China

    2 h-index

    8 publications

    986 citations

1–8 of 88

Venues

  1. arXiv (Cornell University)

    Repository · 7 publications · 260 citations

    7

    h-index

  2. 4

    h-index

  3. IEEE Geoscience and Remote Sensing Letters

    GRSL · 2 publications · 41 citations

    2

    h-index

  4. Pattern Recognition

    2 publications · 69 citations

    2

    h-index

  5. Expert Systems with Applications

    2 publications · 52 citations

    2

    h-index

1–5