Texture‐based speciation of otitis media‐related bacterial biofilms from optical coherence tomography images using supervised classification - Zaki, Farzana R.; Monroy, Guillermo L.; Shi, Jindou; Sudhir, Kavya; Boppart, Stephen A. (Journal of biophotonics, 2024)
Keywords: Bacteria; Biofilms; Chronic infection; gray‐level co‐occurrence matrix; Humans; Image Processing, Computer-Assisted - methods; In vivo methods and tests; Learning algorithms; Machine learning; Medical imaging; Middle ear; Optical Coherence Tomography; Otitis media; Otitis Media - diagnostic imaging; Otitis Media - microbiology; raincloud plots; random forest; Recurrent infection; SHAP; Speciation; Supervised Machine Learning; Support vector machines; SVM; Texture; texture feature; Tomography, Optical Coherence; XGBoost; SHAP; optical coherence tomography; otitis media; XGBoost; raincloud plots; texture feature; SVM; random forest; biofilms; gray‐level co‐occurrence matrix