Search Results for author: Iman Nematollahi

Found 4 papers, 1 papers with code

Robot Skill Generalization via Keypoint Integrated Soft Actor-Critic Gaussian Mixture Models

no code implementations23 Oct 2023 Iman Nematollahi, Kirill Yankov, Wolfram Burgard, Tim Welschehold

A long-standing challenge for a robotic manipulation system operating in real-world scenarios is adapting and generalizing its acquired motor skills to unseen environments.

Skill Generalization Zero-shot Generalization

T3VIP: Transformation-based 3D Video Prediction

1 code implementation19 Sep 2022 Iman Nematollahi, Erick Rosete-Beas, Seyed Mahdi B. Azad, Raghu Rajan, Frank Hutter, Wolfram Burgard

To the best of our knowledge, our model is the first generative model that provides an RGB-D video prediction of the future for a static camera.

Hyperparameter Optimization Video Prediction

Robot Skill Adaptation via Soft Actor-Critic Gaussian Mixture Models

no code implementations25 Nov 2021 Iman Nematollahi, Erick Rosete-Beas, Adrian Röfer, Tim Welschehold, Abhinav Valada, Wolfram Burgard

A core challenge for an autonomous agent acting in the real world is to adapt its repertoire of skills to cope with its noisy perception and dynamics.

Hindsight for Foresight: Unsupervised Structured Dynamics Models from Physical Interaction

no code implementations2 Aug 2020 Iman Nematollahi, Oier Mees, Lukas Hermann, Wolfram Burgard

A key challenge for an agent learning to interact with the world is to reason about physical properties of objects and to foresee their dynamics under the effect of applied forces.

Object Optical Flow Estimation +1

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