Ayush Somani

Ayush Somani
Indian Institute of Technology (ISM) Dhanbad | ISM · Department of Mathematics and Computing

Integrated Master of Technology

About

4
Publications
398
Reads
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3
Citations
Citations since 2017
4 Research Items
3 Citations
20172018201920202021202220230.00.51.01.52.02.53.0
20172018201920202021202220230.00.51.01.52.02.53.0
20172018201920202021202220230.00.51.01.52.02.53.0
20172018201920202021202220230.00.51.01.52.02.53.0
Additional affiliations
January 2021 - present
UiT The Arctic University of Norway
Position
  • Research Associate
Education
July 2016 - May 2021
Indian Institute of Technology (ISM) Dhanbad
Field of study
  • Mathematics and Computing

Publications

Publications (4)
Article
Full-text available
Mitochondria play a crucial role in cellular metabolism. This paper presents a novel method to visualize mitochondria in living cells without the use of fluorescent markers. We propose a physics-guided deep learning approach for obtaining virtually labeled micrographs of mitochondria from bright-field images. We integrate a microscope’s point sprea...
Article
We often locate ourselves in a trade-off situation between what is predicted and understanding why the predictive modeling made such a prediction. This high-risk medical segmentation task is no different where we try to interpret how well has the model learned from the image features irrespective of its accuracy. We propose image-specific fine-tuni...
Chapter
Full-text available
Examining specific sub-cellular structures while minimizing cell perturbation is important in the life sciences. Fluorescence labeling and imaging is widely used for introducing specificity despite its perturbative and photo-toxic nature. With the advancement of deep learning, digital staining routines for label-free analysis have emerged as a repl...

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Projects

Project (1)
Project
Clean the Data Records and filtering data to visualize the dataset better and to segregate the Batsmen based on TimeSeries Analysis and ICC Test Ranking.