Concepedia

Multi-task Learning For Computer Vision

Multi-Task Learning for Computer Vision is a machine learning framework that jointly optimizes multiple visual recognition tasks within a shared architecture to improve generalization by leveraging commonalities and complementarities among the tasks.

495

Publications

49.1K

Citations

1.8K

Authors

503

Institutions

Publications per year

2017–2026

407

Parents

Publications

495

Joint Face Detection and Alignment Using Multitask Cascaded Convolutional Networks

IEEE Signal Processing Letters · 2016 · 5.1K citations · Full text

, , +15

Multi-task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics

Roberto Cipolla, Yarin Gal, Alex Kendall · 2018 · 2.8K citations · Full text

, , +14

An Overview of Multi-Task Learning in Deep Neural Networks

Sebastian Ruder · arXiv (Cornell University) · 2017 · 2.4K citations · Full text

, , +14

BDD100K: A Diverse Driving Dataset for Heterogeneous Multitask Learning

Fisher Yu, Haofeng Chen, Xin Wang et al. · 2020 · 2.3K citations

, , +14

ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks

Jiasen Lu, Dhruv Batra, Devi Parikh et al. · arXiv (Cornell University) · 2019 · 1.7K citations · Full text

, , +16

1–5 of 495

Authors

1.8K

  1. XW
    Xiaogang Wang

    European Organization for Nuclear Research, Switzerland

    6 publications · 973 citations

    6

    h-index

  2. YY
    Yan Yan

    University of Trento, Italy

    5 publications · 333 citations

    5

    h-index

  3. ER
    Elisa Ricci

    Fondazione Bruno Kessler, Italy

    5 publications · 333 citations

    5

    h-index

  4. AZ
    Amir Zamir

    Stanford University, United States

    4 publications · 481 citations

    5

    h-index

  5. JZ
    Jianguo Zhang

    University of Dundee, United Kingdom

    5 publications · 1.1K citations

    5

    h-index

1–5 of 1.8K

Institutions

503

  1. Chinese Academy of Sciences

    Beijing, China

    18 h-index

    68 publications

    5.6K citations

  2. Tsinghua University

    Beijing, China

    15 h-index

    41 publications

    2K citations

  3. Sun Yat-sen University

    Guangzhou, China

    12 h-index

    29 publications

    3.5K citations

  4. University of Chinese Academy of Sciences

    Beijing, China

    12 h-index

    25 publications

    1.7K citations

  5. Nanyang Technological University

    Singapore, Singapore

    11 h-index

    16 publications

    905 citations

  6. Beihang University

    Beijing, China

    10 h-index

    24 publications

    801 citations

  7. National University of Singapore

    Singapore, Singapore

    10 h-index

    28 publications

    1.6K citations

  8. Institute of Automation

    Beijing, China

    9 h-index

    27 publications

    1.6K citations

1–8 of 503

Venues

  1. arXiv (Cornell University)

    Repository · 71 publications · 8.6K citations

    30

    h-index

  2. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 14 publications · 2.8K citations

    14

    h-index

  3. IEEE Access

    13 publications · 530 citations

    13

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 12 publications · 911 citations

    13

    h-index

  5. Pattern Recognition

    10 publications · 410 citations

    11

    h-index

1–5