3 papers
cs.CV2026
Stop Denoising Your Blurs
Sasidhar Parvathireddy, Vamsidhar Saraswathula, Rama Krishna Gorthi
In recent times, diffusion models have achieved remarkable performance in image restoration tasks. Their core mechanism relies on the restricted presumption of degradation prior to…
eess.IV2024
Effective-LDAM: An Effective Loss Function To Mitigate Data Imbalance for Robust Chest X-Ray Disease Classification
Sree Rama Vamsidhar S, Bhargava Satya, Rama Krishna Gorthi
Deep Learning (DL) approaches have gained prominence in medical imaging for disease diagnosis. Chest X-ray (CXR) classification has emerged as an effective method for detecting var…
cs.CV2024
D3: Deep Deconvolution Deblurring for Natural Images
Vamsidhar Saraswathula, Rama Krishna Gorthi
In this paper, we propose to reformulate the blind image deblurring task to directly learn an inverse of the degradation model represented by a deep linear network. We introduce De…