Search Results for author: Pradeep Singh

Found 9 papers, 0 papers with code

DeepMediX: A Deep Learning-Driven Resource-Efficient Medical Diagnosis Across the Spectrum

no code implementations1 Jul 2023 Kishore Babu Nampalle, Pradeep Singh, Uppala Vivek Narayan, Balasubramanian Raman

In the rapidly evolving landscape of medical imaging diagnostics, achieving high accuracy while preserving computational efficiency remains a formidable challenge.

Computational Efficiency Federated Learning +1

Vision Through the Veil: Differential Privacy in Federated Learning for Medical Image Classification

no code implementations30 Jun 2023 Kishore Babu Nampalle, Pradeep Singh, Uppala Vivek Narayan, Balasubramanian Raman

The proliferation of deep learning applications in healthcare calls for data aggregation across various institutions, a practice often associated with significant privacy concerns.

Federated Learning Image Classification +2

See Through the Fog: Curriculum Learning with Progressive Occlusion in Medical Imaging

no code implementations27 Jun 2023 Pradeep Singh, Kishore Babu Nampalle, Uppala Vivek Narayan, Balasubramanian Raman

In this paper, we propose a novel curriculum learning-based approach to train deep learning models to handle occluded medical images effectively.

ErfReLU: Adaptive Activation Function for Deep Neural Network

no code implementations2 Jun 2023 Ashish Rajanand, Pradeep Singh

In this paper, a novel activation function 'ErfReLU' has been developed based on the erf function and ReLU.

Transcending Grids: Point Clouds and Surface Representations Powering Neurological Processing

no code implementations17 May 2023 Kishore Babu Nampalle, Pradeep Singh, Vivek Narayan Uppala, Sumit Gangwar, Rajesh Singh Negi, Balasubramanian Raman

In healthcare, accurately classifying medical images is vital, but conventional methods often hinge on medical data with a consistent grid structure, which may restrict their overall performance.

Time Domain Simulation of DFIG-Based Wind Power System using Differential Transform Method

no code implementations15 Feb 2022 Pradeep Singh, Upasana Buragohain, Nilanjan Senroy

This paper proposes a new non-iterative time-domain simulation approach using Differential Transform Method (DTM) to solve the set of non-linear Differential-Algebraic Equations (DAEs) involved in a DFIG-based wind power system.

Software Effort Estimation using parameter tuned Models

no code implementations25 Aug 2020 Akanksha Baghel, Meemansa Rathod, Pradeep Singh

Software estimation is one of the most important activities in the software project.

regression

Multi-Objective Evolutionary approach for the Performance Improvement of Learners using Ensembling Feature selection and Discretization Technique on Medical data

no code implementations16 Apr 2020 Deepak Singh, Dilip Singh Sisodia, Pradeep Singh

Biomedical data is filled with continuous real values; these values in the feature set tend to create problems like underfitting, the curse of dimensionality and increase in misclassification rate because of higher variance.

Dimensionality Reduction feature selection

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