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Numair Khan

9 accepted papers

2026

LaVR: Scene Latent Conditioned Generative Video Trajectory Re-Rendering using Large 4D Reconstruction Models

CVPR 2026

Given a monocular video, the goal of video re-rendering is to generate views of the scene from a novel camera trajectory. Existing methods face two distinct challenges. Geometrically unconditioned models lack spatial awareness, leading to drift and deformation under viewpoint changes. On the other h

Cited by 0SourceScholar
2025

DGS-LRM: Real-Time Deformable 3D Gaussian Reconstruction From Monocular Videos

NeurIPS 2025poster

We introduce the Deformable Gaussian Splats Large Reconstruction Model (DGS-LRM), the first feed-forward method predicting deformable 3D Gaussian splats from a monocular posed video of any dynamic scene. Feed-forward scene reconstruction has gained significant attention for its ability to rapidly cr…

Cited by 0SourceScholar
2025

Geometry-guided Online 3D Video Synthesis with Multi-View Temporal Consistency

CVPR 2025poster

We introduce a novel geometry-guided online video view synthesis method with enhanced view and temporal consistency. Traditional approaches achieve high-quality synthesis from dense multi-view camera setups but require significant computational resources. In contrast, selective-input methods reduce…

Cited by 0SourcePDFScholar
2024

ReplaceAnything3D: Text-Guided Object Replacement in 3D Scenes with Compositional Scene Representations

NeurIPS 2024poster

We introduce ReplaceAnything3D model RAM3D, a novel method for 3D object replacement in 3D scenes based on users' text description. Given multi-view images of a scene, a text prompt describing the object to replace, and another describing the new object, our Erase-and-Replace approach can effectivel…

Cited by 1SourcePDFScholar
2024

TextureDreamer: Image-Guided Texture Synthesis Through Geometry-Aware Diffusion

CVPR 2024poster

We present TextureDreamer a novel image-guided texture synthesis method to transfer relightable textures from a small number of input images (3 to 5) to target 3D shapes across arbitrary categories. Texture creation is a pivotal challenge in vision and graphics. Industrial companies hire experienced…

2023

Temporally Consistent Online Depth Estimation Using Point-Based Fusion

CVPR 2023poster

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 depth estimation from single frames. When applied to videos, the result lacks temporal consistency, showing flickering…

2019

View-Consistent 4D Light Field Superpixel Segmentation

ICCV 2019oral

Many 4D light field processing applications rely on superpixel segmentations, for which occlusion-aware view consistency is important. Yet, existing methods often enforce consistency by propagating clusters from a central view only, which can lead to inconsistent superpixels for non-central views. O…

Cited by 30PDFcodeScholar