Concepedia

Conditional Random Field Segmentation

Conditional Random Field Segmentation is a probabilistic graphical model-based image segmentation method that employs conditional random fields to model the dependencies between pixel labels and observed image features, enabling structured prediction by integrating local evidence with global contextual coherence.

277

Publications

17.2K

Citations

1K

Authors

407

Institutions

Publications per year

2017–2026

149

Parents

Publications

277

SqueezeSeg: Convolutional Neural Nets with Recurrent CRF for Real-Time Road-Object Segmentation from 3D LiDAR Point Cloud

Bichen Wu, Alvin Wan, Xiangyu Yue et al. · 2018 · 978 citations

, , +17

Learning transportation mode from raw gps data for geographic applications on the web

Yu Zheng, Like Liu, Longhao Wang et al. · 2008 · 606 citations

, , +17

Auto-Context and Its Application to High-Level Vision Tasks and 3D Brain Image Segmentation

Zhuowen Tu, Xiang Bai · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2009 · 598 citations

, , +16

A Discriminatively Trained Fully Connected Conditional Random Field Model for Blood Vessel Segmentation in Fundus Images

José Ignacio Orlando, Elena Prokofyeva, Matthew B. Blaschko · IEEE Transactions on Biomedical Engineering · 2016 · 514 citations · Full text

, , +17

Learning 3D mesh segmentation and labeling

Evangelos Kalogerakis, Aaron Hertzmann, Karan Singh · ACM Transactions on Graphics · 2010 · 474 citations

, , +14

1–5 of 277

Authors

1K

  1. EK
    Evangelos Kalogerakis

    University of Massachusetts Amherst, United States

    5 publications · 1K citations

    5

    h-index

  2. AS
    Ahmed Soliman

    University of Louisville, United States

    3 publications · 53 citations

    3

    h-index

  3. DL
    Douglas L. Arnold

    Montreal Neurological Institute and Hospital, Canada

    3 publications · 88 citations

    3

    h-index

  4. CK
    Chaitanya Kolluru

    Case Western Reserve University, United States

    3 publications · 134 citations

    3

    h-index

  5. PZ
    Peng Zhang

    Xidian University, China

    3 publications · 124 citations

    3

    h-index

1–5 of 1K

Institutions

407

  1. Chinese Academy of Sciences

    Beijing, China

    10 h-index

    25 publications

    973 citations

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

    Wuhan, China

    5 h-index

    13 publications

    1.3K citations

  3. Xidian University

    Xi'an, China

    5 h-index

    23 publications

    2.3K citations

  4. Institut national de recherche en sciences et technologies du numérique

    Le Chesnay-Rocquencourt, France

    5 h-index

    12 publications

    431 citations

  5. The University of Tokyo

    Tokyo, Japan

    5 h-index

    19 publications

    225 citations

  6. KU Leuven

    Leuven, Belgium

    5 h-index

    11 publications

    946 citations

  7. ETH Zurich

    Zurich, Switzerland

    5 h-index

    11 publications

    391 citations

  8. Institute of Automation

    Beijing, China

    5 h-index

    8 publications

    158 citations

1–8 of 407

Venues

  1. IEEE Access

    12 publications · 826 citations

    12

    h-index

  2. arXiv (Cornell University)

    Repository · 14 publications · 390 citations

    10

    h-index

  3. IEEE Transactions on Medical Imaging

    10 publications · 1K citations

    10

    h-index

  4. Remote Sensing

    8 publications · 281 citations

    8

    h-index

  5. Sensors

    5 publications · 216 citations

    5

    h-index

1–5