Concepedia

Conditional Random Fields

Conditional Random Fields is a discriminative probabilistic model for structured prediction that specifies a conditional probability distribution over label sequences given an observation sequence, distinguished from generative models by directly modeling the conditional dependence of labels on observations without assuming independence among inputs.

2.5K

Publications

224.5K

Citations

6.9K

Authors

1.6K

Institutions

Publications per year

2017–2026

954

Variants

Crfs

Parents

Publications

2.5K

DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs

Liang-Chieh Chen, George Papandreou, Iasonas Kokkinos et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2017 · 22.1K citations

, , +14

Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data

John Lafferty, Andrew McCallum, Fernando C. N. Pereira · Scholarly Commons (University of Pennsylvania) · 2001 · 13K citations · Full text

, , +12

Neural Architectures for Named Entity Recognition

Guillaume Lample, Miguel Ballesteros, Sandeep Subramanian et al. · 2016 · 4.4K citations · Full text

, , +16

Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs

Liang-Chieh Chen, George Papandreou, Iasonas Kokkinos et al. · arXiv (Cornell University) · 2014 · 3.6K citations · Full text

, , +15

Efficient multi-scale 3D CNN with fully connected CRF for accurate brain lesion segmentation

Konstantinos Kamnitsas, Christian Ledig, Virginia Newcombe et al. · Medical Image Analysis · 2016 · 3.5K citations · Full text

, , +17

1–5 of 2.5K

Authors

6.9K

  1. AM
    Andrew McCallum

    University of Massachusetts Amherst, United States

    37 publications · 19.4K citations

    31

    h-index

  2. XW
    Xiaolong Wang

    Harbin Institute of Technology, China

    20 publications · 1.1K citations

    18

    h-index

  3. HX
    Hua Xu

    The University of Texas Health Science Center at Houston, United States

    16 publications · 1.2K citations

    16

    h-index

  4. AY
    Alan Yuille

    Johns Hopkins University, United States

    15 publications · 28.7K citations

    14

    h-index

  5. BT
    Buzhou Tang

    Harbin Institute of Technology, China

    15 publications · 1K citations

    14

    h-index

1–5 of 6.9K

Institutions

1.6K

  1. Carnegie Mellon University

    Pittsburgh, United States

    35 h-index

    106 publications

    43.5K citations

  2. University of Massachusetts Amherst

    Amherst Center, United States

    32 h-index

    100 publications

    15.8K citations

  3. Chinese Academy of Sciences

    Beijing, China

    30 h-index

    189 publications

    9.3K citations

  4. Tsinghua University

    Beijing, China

    30 h-index

    128 publications

    9K citations

  5. Harbin Institute of Technology

    Harbin, China

    29 h-index

    166 publications

    8.7K citations

  6. Microsoft (United States)

    Redmond, United States

    28 h-index

    80 publications

    10.2K citations

  7. Stanford University

    Stanford, United States

    27 h-index

    79 publications

    26.5K citations

  8. Microsoft Research Asia (China)

    Beijing, China

    26 h-index

    79 publications

    15.8K citations

1–8 of 1.6K

Venues

  1. arXiv (Cornell University)

    Repository · 113 publications · 16.5K citations

    38

    h-index

  2. IEEE Access

    56 publications · 2.6K citations

    29

    h-index

  3. 28

    h-index

  4. 26

    h-index

  5. Bioinformatics

    33 publications · 2.7K citations

    24

    h-index

1–5