3 papers
NanoSD: Edge Efficient Foundation Model for Real Time Image Restoration
Subhajit Sanyal, Srinivas Soumitri Miriyala, Akshay Janardan Bankar +7
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 computationa…
CodeFormer++: Blind Face Restoration Using Deformable Registration and Deep Metric Learning
Venkata Bharath Reddy Reddem, Akshay P Sarashetti, Ranjith Merugu +1
Blind face restoration (BFR) has attracted increasing attention with the rise of generative methods. Most existing approaches integrate generative priors into the restoration pro-…
Joint Flow And Feature Refinement Using Attention For Video Restoration
Ranjith Merugu, Mohammad Sameer Suhail, Akshay P Sarashetti +3
Recent advancements in video restoration have focused on recovering high-quality video frames from low-quality inputs. Compared with static images, the performance of video restora…