ML Anthology

A Probabilistic, Hierarchical, and Discriminant Framework for Rapid and Accurate Detection of Deformable Anatomic Structure

Shaohua Kevin Zhou, Feng Guo, Gustavo Carneiro, John Jackson, M. Brendel, Costas Simopoulos, Joanne Otsuki, Dorin Comaniciu
ICCV 2007 pp. 1-8
doi:10.1109/ICCV.2007.4409045 /iccv/2007/zhou2007iccv-probabilistic/

Abstract

We propose a probabilistic, hierarchical, and discriminant (PHD) framework for fast and accurate detection of deformable anatomic structures from medical images. The PHD framework has three characteristics. First, it integrates distinctive primitives of the anatomic structures at global, segmental, and landmark levels in a probabilistic manner. Second, since the configuration of the anatomic structures lies in a high-dimensional parameter space, it seeks the best configuration via a hierarchical evaluation of the detection probability that quickly prunes the search space. Finally, to separate the primitive from the background, it adopts a discriminative boosting learning implementation. We apply the PHD framework for accurately detecting various deformable anatomic structures from M- mode and Doppler echocardiograms in about a second.

ICCV Semantic Scholar

Cite

Text

Zhou et al. "A Probabilistic, Hierarchical, and Discriminant Framework for Rapid and Accurate Detection of Deformable Anatomic Structure." IEEE/CVF International Conference on Computer Vision, 2007. doi:10.1109/ICCV.2007.4409045

Markdown

[Zhou et al. "A Probabilistic, Hierarchical, and Discriminant Framework for Rapid and Accurate Detection of Deformable Anatomic Structure." IEEE/CVF International Conference on Computer Vision, 2007.](https://mlanthology.org/iccv/2007/zhou2007iccv-probabilistic/) doi:10.1109/ICCV.2007.4409045

BibTeX

@inproceedings{zhou2007iccv-probabilistic,
  title     = {{A Probabilistic, Hierarchical, and Discriminant Framework for Rapid and Accurate Detection of Deformable Anatomic Structure}},
  author    = {Zhou, Shaohua Kevin and Guo, Feng and Carneiro, Gustavo and Jackson, John and Brendel, M. and Simopoulos, Costas and Otsuki, Joanne and Comaniciu, Dorin},
  booktitle = {IEEE/CVF International Conference on Computer Vision},
  year      = {2007},
  pages     = {1-8},
  doi       = {10.1109/ICCV.2007.4409045},
  url       = {https://mlanthology.org/iccv/2007/zhou2007iccv-probabilistic/}
}