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SpheroScan: A User-Friendly Deep Learning Tool for Spheroid Image Analysis.

Akshay AkshayMitali KatochMasoud AbediMustafa BesicNavid ShekarchizadehFiona C BurkhardAlex Bigger-AllenRosalyn M AdamKatia MonastyrskayaAli Hashemi Gheinani
Published in: bioRxiv : the preprint server for biology (2023)
A deep learning model was trained to detect and segment spheroids in images from microscopes and Incucytes.The model performed well on both types of images with the total loss decreasing significantly during the training process.A web tool called SpheroScan was developed to facilitate the analysis of spheroid images, which includes prediction and visualization modules.SpheroScan is efficient and scalable, making it possible to handle large datasets with ease.SpheroScan is user-friendly and accessible to researchers, making it a valuable resource for the analysis of spheroid image data.
Keyphrases
  • deep learning
  • convolutional neural network
  • artificial intelligence
  • machine learning
  • big data
  • low cost
  • resistance training
  • single cell