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Sundaram Muthu

4 accepted papers

2025

GS-2DGS: Geometrically Supervised 2DGS for Reflective Object Reconstruction

CVPR 2025poster

3D modeling of highly reflective objects remains challenging due to strong view-dependent appearances. While previous SDF-based methods can recover high-quality meshes, they are often time-consuming and tend to produce over-smoothed surfaces. In contrast, 3D Gaussian Splatting (3DGS) offers the adva…

Cited by 0SourcePDFScholar
2024

View From Above: Orthogonal-View aware Cross-view Localization

CVPR 2024poster

This paper presents a novel aerial-to-ground feature aggregation strategy tailored for the task of cross-view image-based geo-localization. Conventional vision-based methods heavily rely on matching ground-view image features with a pre-recorded image database often through establishing planar homog…

Cited by 5SourcePDFScholar
2023

Homography Guided Temporal Fusion for Road Line and Marking Segmentation

ICCV 2023poster

Reliable segmentation of road lines and markings is critical to autonomous driving. Our work is motivated by the observations that road lines and markings are (1) frequently occluded in the presence of moving vehicles, shadow, and glare and (2) highly structured with low intra-class shape variance a…

Cited by 5PDFcodeScholar
2023

Seeing Through the Glass: Neural 3D Reconstruction of Object Inside a Transparent Container

CVPR 2023poster

In this paper, we define a new problem of recovering the 3D geometry of an object confined in a transparent enclosure. We also propose a novel method for solving this challenging problem. Transparent enclosures pose challenges of multiple light reflections and refractions at the interface between di…