Medical Imaging

 Histopathological characterization of colorectal polyps allows to tailor patients' management and follow up with the ultimate aim of avoiding or promptly detecting an invasive carcinoma. Colorectal polyps characterization relies on the histological analysis of tissue samples to determine the polyps malignancy and dysplasia grade. Deep neural networks achieve outstanding accuracy in medical patterns recognition, however they require large sets of annotated training images.

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This is a supplementary data file, providing the data used to evaluate the performance of our 3D fully convolutional neural network. This network removes reverberation noise from ultrasound channel data. This dataset is simulated ultrasound channel data, simulated in Field II Pro, and has artificial reverberation and thermal noise added. This dataset will be linked to our publication, once it is accepted. 

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Online material 1 for the article: Towards a Clinical Implementation of Measuring the Elastic Modulus of the Aorta from Cardiac Computed Tomography Images

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This open access webpage has all miscellaneous data and design related to ß-machines- Non-Medical, Medical,  ß-Biomedical machines,processed ECG, sensors, heart and breathing patterns, sounds and  BioEngineering. 

This is an open access, so everything  can be downloaded freely after login (free signup). You have to click on 'Title'. Datasets are helpful to doctors in diagnosing and to pharmacologists in making medicine or machine/therapy.

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This dataset is in support of my following Research papers  

Preprint  (Make sure you have read Caution) :

  • Novel ß Transtibial Prosthetic 9-DoF Artificial Leg Adaptive Controller - Part I* 

  https://doi.org/10.36227/techrxiv.19758517.v1

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This open- access page is especially for 'Female' ß-Bio models of Self-Claimed advancements, Research papers and computer models proposed by me.

I have shown in video and in papers, these giving results as per clinical textbooks & expect these to be useful, particularly when computer has to diagnose or to make medicine or machine/therapy.

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Models shared only for humanitarian purposes, Can be used by Clinical Doctors or Pharmacologists or Researchers under License CC-BY. Make sure you have read Caution.

I have shown in video and in papers, these giving results as per clinical textbooks & expect these to be useful, particularly when computer has to diagnose or to make medicine or machine/therapy.

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2498 Views

Image : Image was made by me for other International Contest (held by some Medical Institute,USA in the year 2021), 'An intuitive of electromagnetic radiation flowing over epithelial tissue'.

Research (For Free download, pls. click on title)-

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