Search Results for author: Dominik Muhle

Found 4 papers, 1 papers with code

Boosting Self-Supervision for Single-View Scene Completion via Knowledge Distillation

2 code implementations11 Apr 2024 Keonhee Han, Dominik Muhle, Felix Wimbauer, Daniel Cremers

In this work, we propose to fuse the scene reconstruction from multiple images and distill this knowledge into a more accurate single-view scene reconstruction.

Depth Estimation Depth Prediction +2

Learning Correspondence Uncertainty via Differentiable Nonlinear Least Squares

no code implementations CVPR 2023 Dominik Muhle, Lukas Koestler, Krishna Murthy Jatavallabhula, Daniel Cremers

We propose a differentiable nonlinear least squares framework to account for uncertainty in relative pose estimation from feature correspondences.

Pose Estimation

The Probabilistic Normal Epipolar Constraint for Frame-To-Frame Rotation Optimization under Uncertain Feature Positions

no code implementations CVPR 2022 Dominik Muhle, Lukas Koestler, Nikolaus Demmel, Florian Bernard, Daniel Cremers

However, their approach does not take into account uncertainties, so that the accuracy of the estimated relative pose is highly dependent on accurate feature positions in the target frame.

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