ディープラーニングを用いた例。
DeepYeastも活用
Accurate classification of protein subcellular localization from high throughput microscopy images using deep learning http://www.g3journal.org/content/ggg/early/2017/04/05/g3.116.033654.full.pdf
”We have demonstrated that DeepYeast, an 11-layer convolutional neural network, can achieve classification accuracy of 91% for individual cells over twelve subcellular localizations, and 100% for proteins when entire cell populations of at least moderate size are considered. ”
DeepYeast モデルは、特徴量抽出器として使える。
DeepYeastモデルを転移学習することで、目的に応じた細胞検出に用いることができるとみられる。