Vanika Singhal

According to our database, Vanika Singhal authored at least 25 papers between 2014 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

One-shot Localization and Segmentation of Medical Images with Foundation Models.

Deepa Anand, Gurunath Reddy M, Vanika Singhal, Dattesh D. Shanbhag, K. S. Shriram, Uday Patil, Chitresh Bhushan, Kavitha Manickam, Dawei Gui, Rakesh Mullick, Avinash Gopal, Parminder Bhatia, Taha A. Kass-Hout

CoRR, 2023

2022

Stochastic Weight Perturbations Along the Hessian: A Plug-and-Play Method to Compute Uncertainty.

Hariharan Ravishankar, Rohan Patil, Deepa Anand, Vanika Singhal, Utkarsh Agrawal, Rahul Venkataramani, Prasad Sudhakar

Proceedings of the Uncertainty for Safe Utilization of Machine Learning in Medical Imaging, 2022

2021

Noise characteristics in low to high kVp domain translation with Deep Regression Network.

Vanika Singhal, Rajesh Langoju, Sidharth Abrol, Utkarsh Agrawal, Bhushan D. Patil, Sandeep Dutta, Bipul Das

Proceedings of the Medical Imaging 2021: Image Processing, Online, February 15-19, 2021, 2021

2020

A domain adaptation approach to solve inverse problems in imaging via coupled deep dictionary learning.

Vanika Singhal, Angshul Majumdar

Pattern Recognit., 2020

Reconstructing multi-echo magnetic resonance images via structured deep dictionary learning.

Vanika Singhal, Angshul Majumdar

Neurocomputing, 2020

2019

Simultaneous Detection of Multiple Appliances From Smart-Meter Measurements via Multi-Label Consistent Deep Dictionary Learning and Deep Transform Learning.

Vanika Singhal, Jyoti Maggu, Angshul Majumdar

IEEE Trans. Smart Grid, 2019

Solving Inverse Problems in Imaging via Deep Dictionary Learning.

D. John Lewis, Vanika Singhal, Angshul Majumdar

IEEE Access, 2019

Siamese Deep Dictionary Learning.

Vanika Singhal, Angshul Majumdar, Mayank Vatsa, Richa Singh

Proceedings of the International Joint Conference on Neural Networks, 2019

Age and Gender Estimation via Deep Dictionary Learning Regression.

Vanika Singhal, Angshul Majumdar

Proceedings of the International Joint Conference on Neural Networks, 2019

2018

Row-Sparse Discriminative Deep Dictionary Learning for Hyperspectral Image Classification.

Vanika Singhal, Angshul Majumdar

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

Majorization Minimization Technique for Optimally Solving Deep Dictionary Learning.

Vanika Singhal, Angshul Majumdar

Neural Process. Lett., 2018

Correction to "Semi-Supervised Deep Blind Compressed Sensing for Analysis and Reconstruction of Biomedical Signals From Compressive Measurements".

Vanika Singhal, Angshul Majumdar, Rabab K. Ward

IEEE Access, 2018

Semi-Supervised Deep Blind Compressed Sensing for Analysis and Reconstruction of Biomedical Signals From Compressive Measurements.

Vanika Singhal, Angshul Majumdar, Rabab K. Ward

IEEE Access, 2018

Supervised Deep Dictionary Learning for Single Label and Multi-Label Classification.

Vanika Singhal, Angshul Majumdar

Proceedings of the 2018 International Joint Conference on Neural Networks, 2018

Adaptive Deep Dictionary Learning for MRI Reconstruction.

D. John Lewis, Vanika Singhal, Angshul Majumdar

Proceedings of the Neural Information Processing - 25th International Conference, 2018

2017

Discriminative Robust Deep Dictionary Learning for Hyperspectral Image Classification.

Vanika Singhal, Hemant Kumar Aggarwal, Snigdha Tariyal, Angshul Majumdar

IEEE Trans. Geosci. Remote. Sens., 2017

Class-wise deep dictionary learning.

Vanika Singhal, Prerna Khurana, Angshul Majumdar

Proceedings of the 2017 International Joint Conference on Neural Networks, 2017

Noisy deep dictionary learning: Application to Alzheimer's Disease classification.

Angshul Majumdar, Vanika Singhal

Proceedings of the 2017 International Joint Conference on Neural Networks, 2017

How to Train Your Neural Network with Dictionary Learning.

Vanika Singhal, Shikha Singh, Angshul Majumdar

Proceedings of the 2017 Data Compression Conference, 2017

Deep Blind Compressed Sensing.

Shikha Singh, Vanika Singhal, Angshul Majumdar

Proceedings of the 2017 Data Compression Conference, 2017

Noisy Deep Dictionary Learning.

Vanika Singhal, Angshul Majumdar

Proceedings of the Fourth ACM IKDD Conferences on Data Sciences, 2017

2016

How to Train Your Deep Neural Network with Dictionary Learning.

Vanika Singhal, Shikha Singh, Angshul Majumdar

CoRR, 2016

Deep Dictionary Learning vs Deep Belief Network vs Stacked Autoencoder: An Empirical Analysis.

Vanika Singhal, Anupriya Gogna, Angshul Majumdar

Proceedings of the Neural Information Processing - 23rd International Conference, 2016

2015

Correlation based Feature Selection for Diagnosis of Acute Lymphoblastic Leukemia.

Vanika Singhal, Preety Singh

Proceedings of the Third International Symposium on Women in Computing and Informatics, 2015

2014

Local Binary Pattern for automatic detection of Acute Lymphoblastic Leukemia.

Vanika Singhal, Preety Singh

Proceedings of the Twentieth National Conference on Communications, 2014