Search Results for author: Soeren Pirk

Found 8 papers, 3 papers with code

Consistent Multimodal Generation via A Unified GAN Framework

no code implementations4 Jul 2023 Zhen Zhu, Yijun Li, Weijie Lyu, Krishna Kumar Singh, Zhixin Shu, Soeren Pirk, Derek Hoiem

We investigate how to generate multimodal image outputs, such as RGB, depth, and surface normals, with a single generative model.

multimodal generation

Socially Compliant Navigation Dataset (SCAND): A Large-Scale Dataset of Demonstrations for Social Navigation

no code implementations28 Mar 2022 Haresh Karnan, Anirudh Nair, Xuesu Xiao, Garrett Warnell, Soeren Pirk, Alexander Toshev, Justin Hart, Joydeep Biswas, Peter Stone

Social navigation is the capability of an autonomous agent, such as a robot, to navigate in a 'socially compliant' manner in the presence of other intelligent agents such as humans.

Imitation Learning Navigate +1

Accurately Solving Rod Dynamics with Graph Learning

no code implementations NeurIPS 2021 Han Shao, Tassilo Kugelstadt, Torsten Hädrich, Wojtek Palubicki, Jan Bender, Soeren Pirk, Dominik Michels

In this contribution, we introduce a novel method to accelerate iterative solvers for rod dynamics with graph networks (GNs) by predicting the initial guesses to reduce the number of iterations.

Graph Learning

Future Segmentation Using 3D Structure

no code implementations28 Nov 2018 Suhani Vora, Reza Mahjourian, Soeren Pirk, Anelia Angelova

Predicting the future to anticipate the outcome of events and actions is a critical attribute of autonomous agents; particularly for agents which must rely heavily on real time visual data for decision making.

Attribute Decision Making +2

Parsing Geometry Using Structure-Aware Shape Templates

1 code implementation 3D Vision 2018 2018 Vignesh Ganapathi-Subramanian, Olga Diamanti, Soeren Pirk, Chengcheng Tang, Matthias Niessner, Leonidas J. Guibas

Real-life man-made objects often exhibit strong and easily-identifiable structure, as a direct result of their design or their intended functionality.

Object Object Recognition +1

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