Lavanya Umapathy

Orcid: 0000-0002-7224-0930

According to our database1, Lavanya Umapathy authored at least 7 papers between 2020 and 2023.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of five.

Timeline

Legend:

Book 
In proceedings 
Article 
PhD thesis 
Dataset
Other 

Links

On csauthors.net:

Bibliography

2023
Learning Data Representations for Improving Detection Performance of Deep Learning Models in Medical Imaging Applications.
PhD thesis, 2023

2022
Convolutional Neural Network Based Frameworks for Fast Automatic Segmentation of Thalamic Nuclei from Native and Synthesized Contrast Structural MRI.
Neuroinformatics, 2022

Learning to segment with limited annotations: Self-supervised pretraining with regression and contrastive loss in MRI.
CoRR, 2022

2020
A Cascaded Residual UNET for Fully Automated Segmentation of Prostate and Peripheral Zone in T2-weighted 3D Fast Spin Echo Images.
CoRR, 2020

White matter hyperintensities volume and cognition: Assessment of a deep learning based lesion detection and quantification algorithm on the Alzheimers Disease Neuroimaging Initiative.
CoRR, 2020

A Contrast Synthesized Thalamic Nuclei Segmentation Scheme using Convolutional Neural Networks.
CoRR, 2020

A Comparison of Deep Learning Convolution Neural Networks for Liver Segmentation in Radial Turbo Spin Echo Images.
CoRR, 2020


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