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Cell Detector

image handle tool and machine learning algorithm.

Abstract

  • Based on complete training Cell Detector Model, we train it with a small amount other type cell Date.
  • And finish detector task with relatively High Accuracy (Compare to other commercial cell detector Like Countess).
  • We have more than 80% confidence level

Model base

keremberke/yolov8m-blood-cell-detection

Method

Image Tool

  • Split the cell image into 540 X 540
  • Apply thresholding using Otsu's method (with Gaussian blur pretreatment)
  • Find contours in the thresholded image
  • Invert contours to Label Studio format
  • Update labeling semi-automatically

Machine Learning

  • Training blood-cell-detection Model with Labeling date
  • Finish Detector Task

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