Machine learning-assisted image label-free smartphone platform for rapid segmentation and robust multi-urinalysis - Xu, Qianfeng; Yan, Rongguo; Gui, Xinrui; Song, Ruoyu; Wang, Xiaoli (Analytical and bioanalytical chemistry, 2024)
Keywords: Accuracy; Algorithms; Analysis; Analytical Chemistry; Biochemistry; Characterization and Evaluation of Materials; Chemistry; Chemistry and Materials Science; Chronic kidney failure; Color; cost effectiveness; Curve fitting; Diagnosis; Food Science; Humans; Identification methods; Image processing; Image segmentation; Kidney diseases; Labels; Laboratory Medicine; Learning algorithms; Lighting; Machine Learning; Medical equipment; Medical imaging; Methods; mobile telephones; model validation; Monitoring/Environmental Analysis; Parameter identification; Renal Insufficiency, Chronic; Research Paper; Robustness; Smartphone; Smartphones; Urinalysis; Urinalysis - methods; Urine; China; Biomedical analysis; Urinalysis; Medical diagnosis; POC test; Machine learning