Concepedia

Self-supervised Image Retrieval

Self-Supervised Image Retrieval is a machine learning approach within image retrieval that leverages self-supervised pretraining to learn discriminative visual representations from unlabeled image data by generating pseudo-labels through intrinsic data properties, thereby eliminating the need for human-annotated supervision.

25

Publications

916

Citations

112

Authors

55

Institutions

Publications per year

2017–2026

25

Parents

Publications

25

Fast and scalable search of whole-slide images via self-supervised deep learning

Chengkuan Chen, Ming Y. Lu, Drew F. K. Williamson et al. · Nature Biomedical Engineering · 2022 · 117 citations · Full text

, , +17

Self-Supervised Learning of Visual Features through Embedding Images into Text Topic Spaces

Lluís Gómez, Yash Patel, Marçal Rusiñol et al. · 2017 · 100 citations

, , +14

Solving Mixed-Modal Jigsaw Puzzle for Fine-Grained Sketch-Based Image Retrieval

Kaiyue Pang, Yongxin Yang, Timothy M. Hospedales et al. · 2020 · 93 citations

, , +16

Self-supervised Product Quantization for Deep Unsupervised Image Retrieval

Young Kyun Jang, Nam Ik Cho · 2021 IEEE/CVF International Conference on Computer Vision (ICCV) · 2021 · 74 citations

, , +16

Grafit: Learning fine-grained image representations with coarse labels

Hugo Touvron, Alexandre Sablayrolles, Matthijs Douze et al. · 2021 IEEE/CVF International Conference on Computer Vision (ICCV) · 2021 · 72 citations · Full text

, , +16

1–5 of 25

Authors

112

  1. DK
    Dìmosthenis Karatzas

    Universitat Autònoma de Barcelona, Spain

    2 publications · 118 citations

    2

    h-index

  2. ZL
    Zhe Liu

    Shanghai Jiao Tong University, China

    2 publications · 57 citations

    2

    h-index

  3. HH
    Hanjiang Hu

    Carnegie Mellon University, United States

    2 publications · 57 citations

    2

    h-index

  4. MR
    Marçal Rusiñol

    Universitat Autònoma de Barcelona, Spain

    2 publications · 118 citations

    2

    h-index

  5. LG
    Lluís Gómez

    Universitat Autònoma de Barcelona, Spain

    2 publications · 118 citations

    2

    h-index

1–5 of 112

Institutions

55

  1. Harbin Institute of Technology

    Harbin, China

    3 h-index

    7 publications

    128 citations

  2. Shanghai Jiao Tong University

    Shanghai, China

    2 h-index

    9 publications

    249 citations

  3. Huazhong University of Science and Technology

    Wuhan, China

    2 h-index

    7 publications

    182 citations

  4. Wuhan National Laboratory for Optoelectronics

    Wuhan, China

    2 h-index

    6 publications

    153 citations

  5. Tencent (China)

    Shenzhen, China

    2 h-index

    3 publications

    52 citations

  6. University of Edinburgh

    Edinburgh, United Kingdom

    2 h-index

    3 publications

    151 citations

  7. Institució Catalana de Recerca i Estudis Avançats

    Barcelona, Spain

    1 h-index

    1 publications

    21 citations

  8. Sorbonne Université

    Paris, France

    1 h-index

    1 publications

    72 citations

1–8 of 55

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 80 citations

    3

    h-index

  2. IEEE Transactions on Image Processing

    3 publications · 67 citations

    3

    h-index

  3. 2021 IEEE/CVF International Conference on Computer Vision (ICCV)

    Conference · 2 publications · 146 citations

    2

    h-index

  4. Information Sciences

    1 publications · 32 citations

    1

    h-index

  5. 1

    h-index

1–5