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Found 2 essays matching the above criteria.

1. 1. Cell Identification from Microscopy Images using Deep Learning on Automatically Labeled Data

   University essay from Lunds universitet/Institutionen för elektro- och informationsteknik

   Author : Fredrik Salomon-Sörensen; [2023]
   Keywords : Deep Learning; Cell Identification; Image Segmentation; Nuclei Segmentation; Convolutional Neural Networks; UNet; Image Analysis; Microscopy; Noisy Labels; Phase-Contrast; Automatic Labeling; Technology and Engineering;

   Abstract : In biology, cell counting provides a fundamental metric for live-cell experiments. Unfortunately, most researchers are constrained to using tedious and invasive methods for counting cells. Automatic identification of cells in microscopy images would therefore be a valuable tool for such researchers. READ MORE

3. 2. Review and Analysis of single-cell RNA sequencing cell-type identification and annotation tools

   University essay from KTH/Skolan för kemi, bioteknologi och hälsa (CBH)

   Author : Corentin Raoux; [2021]
   Keywords : Single-cell RNA sequencing; Automatic cell types annotation; Classification; Benchmark; Evaluation; Encells-RNA-sekvensering; Automatisk annotering av celltyper; Klassificering; Riktmärke; Värdering;

   Abstract : Single-cell RNA-sequencing makes possible to study the gene expression at the level of individual cells. However, one of the main challenges of the single-cell RNA-sequencing analysis today, is the identification and annotation of cell types. READ MORE