← Search

Sowmya Vajrala

2 accepted papers

2026

NanoSD: Edge Efficient Foundation Model for Real Time Image Restoration

CVPR 2026

Latent diffusion models such as Stable Diffusion 1.5 offer strong generative priors that are highly valuable for image restoration, yet their full pipelines remain too computationally heavy for deployment on edge devices. Existing lightweight variants predominantly compress the denoising U-Net or re

Cited by 0SourceScholar
2025

Mobile-friendly Image de-noising: Hardware Conscious Optimization for Edge Application

ICASSP 2025accepted

Image enhancement is a critical task in computer vision and photography that is often entangled with noise. This renders the traditional Image Signal Processing (ISP) ineffective compared to the advances in deep learning. However, the success of such methods is increasingly associated with the ease…

Cited by 0SourceScholar