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Dermatology

High-throughput labeling and redness detection of dermatological images

Labeling Tool

GUI interface for rapid labeling of dermatologically relevant images.

Usage:

  • Download the full contents of the LabelingTool folder and run "python DermLabel.py" in this directory
  • (Optional) Identify yourself by typing your name in the upper right form field
  • The second line of indicates the image file name and the remaining number of unlabeled images
  • Rate the image on a scale of 0-9 on Redness, Texture, and Evenness
  • Click Submit to save your rating to a text file.
  • Click Skip to skip irrelevant images
  • (Optional) Include additional information about the image in the Tag form field section
  • (Optional) Download additional images for labeling by providing an image URL in the Download form field (20 visually similar images will be downloaded

(Module dependencies: tkinter, google_images_download, PIL)

Redness Detection

Identifies afflicted red regions of a person's face and provides an overall redness score

Usage:

  • Download the full contents of the RednessDetection folder
  • Download pretrained Keras weights Keras_FCN8s_face_seg_YuvalNirkin.h5 into this folder (https://drive.google.com/uc?id=1alyR6uv4CHt1WhykiQIiK5MZir7HSOUU&export=download)
  • Run the python script with an image of a person's face as input (for example, "python Red.py 4.jpg")
  • Outputs image of face with afflicted region mask, and prints redness score

(Module dependencies: cv2, keras, tensorflow)

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