3 papers
cs.CV2025
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-…
cs.LG2025
StatsMerging: Statistics-Guided Model Merging via Task-Specific Teacher Distillation
Ranjith Merugu, Bryan Bo Cao, Shubham Jain
Model merging has emerged as a promising solution to accommodate multiple large models within constrained memory budgets. We present StatsMerging, a novel lightweight learning-base…
cs.CV2025
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…