Concepedia

Transformer-based Segmentation

Transformer-Based Segmentation is a semantic segmentation method that employs transformer architectures to model long-range contextual dependencies through self-attention mechanisms, distinguishing it from convolutional approaches by enabling global receptive fields and dynamic feature weighting.

659

Publications

69.5K

Citations

2.8K

Authors

710

Institutions

Publications per year

2017–2026

658

Parents

Publications

659

TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation

Jieneng Chen, Yongyi Lu, Qihang Yu et al. · arXiv (Cornell University) · 2021 · 3.8K citations · Full text

, , +15

Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers

Sixiao Zheng, Jiachen Lu, Hengshuang Zhao et al. · 2021 · 3.5K citations

, , +16

SegFormer: Simple and Efficient Design for Semantic Segmentation with\n Transformers

Enze Xie, Wenhai Wang, Zhiding Yu et al. · arXiv (Cornell University) · 2021 · 3.3K citations · Full text

, , +14

UNETR: Transformers for 3D Medical Image Segmentation

Ali Hatamizadeh, Yucheng Tang, Vishwesh Nath et al. · 2022 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) · 2022 · 2.9K citations

, , +14

PVT v2: Improved baselines with pyramid vision transformer

Wenhai Wang, Enze Xie, Xiang Li et al. · Computational Visual Media · 2022 · 2.2K citations · Full text

, , +9

1–5 of 659

Authors

2.8K

  1. PL
    Ping Luo

    University of Hong Kong, Hong Kong SAR China

    11 publications · 7K citations

    11

    h-index

  2. EX
    Enze Xie

    University of Hong Kong, Hong Kong SAR China

    10 publications · 6.9K citations

    10

    h-index

  3. WW
    Wenhai Wang

    Nanjing University, China

    8 publications · 3.8K citations

    8

    h-index

  4. KY
    Kailun Yang

    Zhejiang University, China

    8 publications · 306 citations

    8

    h-index

  5. KP
    Kunyu Peng

    Karlsruhe Institute of Technology, Germany

    7 publications · 278 citations

    7

    h-index

1–5 of 2.8K

Institutions

710

  1. Wuhan University

    Wuhan, China

    21 h-index

    66 publications

    12K citations

  2. Chinese Academy of Sciences

    Beijing, China

    20 h-index

    85 publications

    6.5K citations

  3. Zhejiang University

    Hangzhou, China

    16 h-index

    46 publications

    3.2K citations

  4. Tsinghua University

    Beijing, China

    16 h-index

    40 publications

    11.5K citations

  5. University of Chinese Academy of Sciences

    Beijing, China

    15 h-index

    40 publications

    3.5K citations

  6. Tencent (China)

    Shenzhen, China

    12 h-index

    29 publications

    10.6K citations

  7. University of Hong Kong

    Pok Fu Lam, Hong Kong

    12 h-index

    27 publications

    10.3K citations

  8. State Key Laboratory of Information Engineering in Surveying Mapping and Remote Sensing

    Wuhan, China

    11 h-index

    21 publications

    3.4K citations

1–8 of 710

Venues

  1. arXiv (Cornell University)

    Repository · 117 publications · 14.4K citations

    42

    h-index

  2. 26

    h-index

  3. Remote Sensing

    30 publications · 2K citations

    26

    h-index

  4. 25

    h-index

  5. IEEE Transactions on Medical Imaging

    16 publications · 2.3K citations

    16

    h-index

1–5