3 papers
cs.CV2023
DeepMediX: A Deep Learning-Driven Resource-Efficient Medical Diagnosis Across the Spectrum
Kishore Babu Nampalle, Pradeep Singh, Uppala Vivek Narayan +1
In the rapidly evolving landscape of medical imaging diagnostics, achieving high accuracy while preserving computational efficiency remains a formidable challenge. This work presen…
cs.LG2023
Vision Through the Veil: Differential Privacy in Federated Learning for Medical Image Classification
Kishore Babu Nampalle, Pradeep Singh, Uppala Vivek Narayan +1
The proliferation of deep learning applications in healthcare calls for data aggregation across various institutions, a practice often associated with significant privacy concerns.…
cs.CV2023
See Through the Fog: Curriculum Learning with Progressive Occlusion in Medical Imaging
Pradeep Singh, Kishore Babu Nampalle, Uppala Vivek Narayan +1
In recent years, deep learning models have revolutionized medical image interpretation, offering substantial improvements in diagnostic accuracy. However, these models often strugg…