Search Results for author: Kishore Babu Nampalle

Found 4 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.

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.

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