activity
20202023
most citedEdge-aware Bidirectional Diffusion for Dense Depth Estimation from Light Fields

20 citations · 31 across the 6 of their papers we have counts for

collaborators

7 papers

cs.CV2023★ 3 cited

GauFRe: Gaussian Deformation Fields for Real-time Dynamic Novel View Synthesis

Yiqing Liang, Numair Khan, Zhengqin Li +4

We propose a method that achieves state-of-the-art rendering quality and efficiency on monocular dynamic scene reconstruction using deformable 3D Gaussians. Implicit deformable rep…

cs.CV2023

Tiled Multiplane Images for Practical 3D Photography

Numair Khan, Douglas Lanman, Lei Xiao

The task of synthesizing novel views from a single image has useful applications in virtual reality and mobile computing, and a number of approaches to the problem have been propos…

cs.CV2023

Temporally Consistent Online Depth Estimation Using Point-Based Fusion

Numair Khan, Eric Penner, Douglas Lanman +1

Depth estimation is an important step in many computer vision problems such as 3D reconstruction, novel view synthesis, and computational photography. Most existing work focuses on…

cs.CV2021★ 5 cited

Neural Fields in Visual Computing and Beyond

Yiheng Xie, Towaki Takikawa, Shunsuke Saito +7

Recent advances in machine learning have created increasing interest in solving visual computing problems using a class of coordinate-based neural networks that parametrize physica…

cs.CV2021★ 20 cited

Edge-aware Bidirectional Diffusion for Dense Depth Estimation from Light Fields

Numair Khan, Min H. Kim, James Tompkin

We present an algorithm to estimate fast and accurate depth maps from light fields via a sparse set of depth edges and gradients. Our proposed approach is based around the idea tha…

cs.CV2021

Differentiable Diffusion for Dense Depth Estimation from Multi-view Images

Numair Khan, Min H. Kim, James Tompkin

We present a method to estimate dense depth by optimizing a sparse set of points such that their diffusion into a depth map minimizes a multi-view reprojection error from RGB super…

cs.CV2020★ 3 cited

View-consistent 4D Light Field Depth Estimation

Numair Khan, Min H. Kim, James Tompkin

We propose a method to compute depth maps for every sub-aperture image in a light field in a view consistent way. Previous light field depth estimation methods typically estimate a…