ModelsGenesis/CITATION.cff at master · MrGiovanni/ModelsGenesis · GitHub

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cff-version: 1.2.0
message: "If you use Models Genesis, please cite the Medical Image Analysis paper below."
title: "Models Genesis: self-supervised pre-trained 3D models for medical image analysis"
abstract: "Models Genesis is a self-supervised learning framework for 3D medical imaging, and one of the first foundation models in the field. It pre-trains on unlabeled CT and MRI volumes using image restoration proxy tasks (non-linear intensity transformation, local pixel shuffling, out-painting and in-painting), then transfers to downstream segmentation and classification. Keras and PyTorch weights are provided."
type: software
repository-code: "https://github.com/MrGiovanni/ModelsGenesis"
url: "https://github.com/MrGiovanni/ModelsGenesis"
license-url: "https://github.com/MrGiovanni/ModelsGenesis/blob/master/LICENSE"
keywords:
  - "self-supervised-learning"
  - "representation-learning"
  - "transfer-learning"
  - "pretraining"
  - "pretrained-models"
  - "foundation-models"
  - "medical-imaging"
  - "medical-image-analysis"
  - "medical-image-segmentation"
  - "3d-segmentation"
  - "ct"
  - "mri"
  - "computed-tomography"
  - "radiology"
authors:
  - family-names: "Zhou"
    given-names: "Zongwei"
    orcid: "https://orcid.org/0000-0002-3154-9851"
  - family-names: "Sodha"
    given-names: "Vatsal"
  - family-names: "Siddiquee"
    given-names: "Md Mahfuzur Rahman"
  - family-names: "Feng"
    given-names: "Ruibin"
  - family-names: "Tajbakhsh"
    given-names: "Nima"
  - family-names: "Gotway"
    given-names: "Michael B."
  - family-names: "Liang"
    given-names: "Jianming"
preferred-citation:
  type: article
  title: "Models Genesis"
  authors:
    - family-names: "Zhou"
      given-names: "Zongwei"
      orcid: "https://orcid.org/0000-0002-3154-9851"
    - family-names: "Sodha"
      given-names: "Vatsal"
    - family-names: "Pang"
      given-names: "Jiaxuan"
    - family-names: "Gotway"
      given-names: "Michael B."
    - family-names: "Liang"
      given-names: "Jianming"
  journal: "Medical Image Analysis"
  volume: 67
  year: 2021
  doi: "10.1016/j.media.2020.101840"
references:
  - type: conference-paper
    title: "Models Genesis: Generic Autodidactic Models for 3D Medical Image Analysis"
    authors:
      - family-names: "Zhou"
        given-names: "Zongwei"
        orcid: "https://orcid.org/0000-0002-3154-9851"
      - family-names: "Sodha"
        given-names: "Vatsal"
      - family-names: "Siddiquee"
        given-names: "Md Mahfuzur Rahman"
      - family-names: "Feng"
        given-names: "Ruibin"
      - family-names: "Tajbakhsh"
        given-names: "Nima"
      - family-names: "Gotway"
        given-names: "Michael B."
      - family-names: "Liang"
        given-names: "Jianming"
    collection-title: "Medical Image Computing and Computer Assisted Intervention (MICCAI 2019)"
    publisher:
      name: "Springer"
    start: 384
    end: 393
    year: 2019
    doi: "10.1007/978-3-030-32251-9_42"