4 papers · 1 filter
DiFuse-Net: RGB and Dual-Pixel Depth Estimation using Window Bi-directional Parallax Attention and Cross-modal Transfer Learning
Kunal Swami, Debtanu Gupta, Amrit Kumar Muduli +2
Depth estimation is crucial for intelligent systems, enabling applications from autonomous navigation to augmented reality. While traditional stereo and active depth sensors have l…
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…
AcED: Accurate and Edge-consistent Monocular Depth Estimation
Kunal Swami, Prasanna Vishnu Bondada, Pankaj Kumar Bajpai
Single image depth estimation is a challenging problem. The current state-of-the-art method formulates the problem as that of ordinal regression. However, the formulation is not fu…
DISCO: Depth Inference from Stereo using Context
Kunal Swami, Kaushik Raghavan, Nikhilanj Pelluri +2
Recent deep learning based approaches have outperformed classical stereo matching methods. However, current deep learning based end-to-end stereo matching methods adopt a generic e…