Classification of Endomicroscopic Images of the Lung Based on Random Subwindows and Extra-Trees - Desir, Chesner; Petitjean, Caroline; Heutte, Laurent; Salaun, Mathieu; Thiberville, Luc (IEEE transactions on biomedical engineering, 2012)
Keywords: Algorithms; Applied sciences; Biological and medical sciences; Computer Science; Computerized, statistical medical data processing and models in biomedicine; Confocal fluorescence microscopy; Databases, Factual; Decision Trees; Diagnosis, Computer-Assisted - methods; Engineering Sciences; Exact sciences and technology; extra-trees; Feature extraction; Humans; image classification; Image processing; Information, signal and communications theory; Lungs; medical imaging; Medical management aid. Diagnosis aid; Medical sciences; Microscopy, Confocal - methods; Pathology; Pulmonary Alveoli - anatomy & histology; Pulmonary Alveoli - cytology; Pulmonary Alveoli - pathology; Pulmonary Alveoli - ultrastructure; reject rule; Reproducibility of Results; Signal and communications theory; Signal and Image Processing; Signal processing; Signal representation. Spectral analysis; Signal, noise; Smoking - pathology; Telecommunications and information theory; Thoracoscopy - methods; Training; Vectors; Vegetation; Confocal fluorescence microscopy; Image processing; image classification; Lung; extra-trees; Medical imagery; Confocal microscopy; reject rule; Respiratory system; Fluorescence microscopy; medical imaging; Biomedical engineering