Concepedia

Multi-scale Context Modeling

Multi-Scale Context Modeling is a computational strategy in semantic segmentation that integrates contextual information across multiple spatial scales within an image, distinguishing itself by enabling the simultaneous capture of fine-grained local details and broader semantic dependencies to improve pixel-level classification accuracy.

63

Publications

4.3K

Citations

284

Authors

117

Institutions

Publications per year

2017–2026

54

Parents

Publications

63

UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-Wise Perspective with Transformer

Haonan Wang, Peng Cao, Jiaqi Wang et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2022 · 1K citations · Full text

, , +15

MISSFormer: An Effective Medical Image Segmentation Transformer

Xiaohong Huang, Zhifang Deng, Dandan Li et al. · arXiv (Cornell University) · 2021 · 170 citations · Full text

, , +15

ViTAE: Vision Transformer Advanced by Exploring Intrinsic Inductive Bias

Yufei Xu, Qiming Zhang, Jing Zhang et al. · arXiv (Cornell University) · 2021 · 156 citations · Full text

, , +15

MSC-DNet: An efficient detector with multi-scale context for defect detection on strip steel surface

Rongqiang Liu, Min Huang, Zheming Gao et al. · Measurement · 2023 · 149 citations

, , +16

Lite Vision Transformer with Enhanced Self-Attention

Chenglin Yang, Yilin Wang, Jianming Zhang et al. · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) · 2022 · 142 citations

, , +16

1–5 of 63

Authors

284

  1. HW
    Haonan Wang

    University of Alberta, Canada

    2 publications · 1.1K citations

    2

    h-index

  2. CK
    C. Krishna Mohan

    Indian Institute of Technology Hyderabad, India

    2 publications · 109 citations

    2

    h-index

  3. CH
    Christian Heipke

    Leibniz University Hannover, Germany

    2 publications · 119 citations

    2

    h-index

  4. CZ
    Ce Zhu

    University of Electronic Science and Technology of China, China

    2 publications · 104 citations

    2

    h-index

  5. FR
    Franz Rottensteiner

    Leibniz University Hannover, Germany

    2 publications · 119 citations

    2

    h-index

1–5 of 284

Institutions

117

  1. Nanjing University of Posts and Telecommunications

    Nanjing, China

    3 h-index

    11 publications

    513 citations

  2. Chinese Academy of Sciences

    Beijing, China

    3 h-index

    10 publications

    866 citations

  3. Beihang University

    Beijing, China

    3 h-index

    11 publications

    928 citations

  4. National University of Singapore

    Singapore, Singapore

    2 h-index

    2 publications

    128 citations

  5. Zhejiang University

    Hangzhou, China

    2 h-index

    12 publications

    343 citations

  6. University of Stuttgart

    Stuttgart, Germany

    2 h-index

    2 publications

    119 citations

  7. Jilin University

    Changchun, China

    2 h-index

    3 publications

    270 citations

  8. Tianjin University

    Tianjin, China

    2 h-index

    9 publications

    283 citations

1–8 of 117

Venues

  1. arXiv (Cornell University)

    Repository · 8 publications · 470 citations

    8

    h-index

  2. 3

    h-index

  3. IEEE Access

    2 publications · 50 citations

    2

    h-index

  4. IEEE Transactions on Image Processing

    2 publications · 112 citations

    2

    h-index

  5. 2

    h-index

1–5