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Patrick Ruhkamp

4 accepted papers

2026

UnReflectAnything: RGB-Only Highlight Removal by Rendering Synthetic Specular Supervision

CVPR 2026

Specular highlights distort appearance, obscure texture, and hinder geometric reasoning in both natural and surgical imagery. We present UnReflectAnything, an RGB-only framework that removes highlights from a single image by predicting a highlight map together with a reflection-free diffuse reconstr

Cited by 1SourcecodeScholar
2024

HouseCat6D - A Large-Scale Multi-Modal Category Level 6D Object Perception Dataset with Household Objects in Realistic Scenarios

CVPR 2024highlight

Estimating 6D object poses is a major challenge in 3D computer vision. Building on successful instance-level approaches research is shifting towards category-level pose estimation for practical applications. Current category-level datasets however fall short in annotation quality and pose variety. A…

2023

On the Importance of Accurate Geometry Data for Dense 3D Vision Tasks

CVPR 2023poster

Learning-based methods to solve dense 3D vision problems typically train on 3D sensor data. The respectively used principle of measuring distances provides advantages and drawbacks. These are typically not compared nor discussed in the literature due to a lack of multi-modal datasets. Texture-less r…

2022

Polarimetric Pose Prediction

ECCV 2022poster

"Light has many properties that vision sensors can passively measure. Colour-band separated wavelength and intensity are arguably the most commonly used for monocular 6D object pose estimation. This paper explores how complementary polarisation information, i.e. the orientation of light wave oscilla…

Cited by 33SourcePDFScholar