MCount has two adjustable hyperparameters, <i>d</i> and <i>λ</i>, which control the contour fineness and constrain the circle number, respectively.

مواد مشابهة

• MCount uses a combination of contour-based and region-based information to accurately count merged colonies.
  حسب: Sijie Chen (1622476)
  منشور في: (2025)
• Comparison of MCount ( and ) and NICE performance in recognizing colony segments and sub-images.
  حسب: Sijie Chen (1622476)
  منشور في: (2025)
• Summary of hyperparameter optimization methods used in MCount. The table includes the method number, image type (labeled or unlabeled), number of images used for optimization, hyperparameter <i>d</i> optimization method, and hyperparameter <i>λ</i> optimization method. Method 1 uses grid search with cross-validation on 960 labeled images (Section 3.2 & 3.3). Method 2 and method 3 decoupled the optimization of <i>d</i> and <i>λ</i> and use the same empirical method for determining <i>d</i> (Section 3.3). Method 2 uses the average <i>λ</i> of 10 ~  20 labeled images (Section 3.3.1), while method 3 chooses the value of <i>λ</i> that leads to equidispersion on 40 ~  50 unlabeled images (Section 3.3.2).
  حسب: Sijie Chen (1622476)
  منشور في: (2025)
• pone.0311242.g007 - MCount: An automated colony counting tool for high-throughput microbiology
  حسب: Sijie Chen (1622476)
  منشور في: (2025)
• A dataset that includes colony segments, labeled using historical photographs, is used to optimize and evaluate the performance of MCount.
  حسب: Sijie Chen (1622476)
  منشور في: (2025)