1 code implementation • 6 Oct 2021 • Hafez Farazi, Jan Nogga, and Sven Behnke
The ultimate goal of video prediction is not forecasting future pixel-values given some previous frames.
1 code implementation • 6 Jul 2021 • Arash Amini, Hafez Farazi, Sven Behnke
Pose estimation commonly refers to computer vision methods that recognize people's body postures in images or videos.
1 code implementation • 10 May 2021 • Hafez Farazi, Jan Nogga, Sven Behnke
Although these models can predict the future frames, they rely entirely on these recurrent structures to simultaneously perform three distinct tasks: extracting transformations, projecting them into the future, and transforming the current frame.
1 code implementation • 18 Apr 2020 • Hafez Farazi, Sven Behnke
Self-supervised prediction is a powerful mechanism to learn representations that capture the underlying structure of the data.
2 code implementations • 16 Dec 2019 • Diego Rodriguez, Hafez Farazi, Grzegorz Ficht, Dmytro Pavlichenko, Andre Brandenburger, Mojtaba Hosseini, Oleg Kosenko, Michael Schreiber, Marcel Missura, Sven Behnke
Individual and team capabilities are challenged every year by rule changes and the increasing performance of the soccer teams at RoboCup Humanoid League.
Robotics
1 code implementation • 5 Sep 2019 • Anna Kukleva, Mohammad Asif Khan, Hafez Farazi, Sven Behnke
We first solve the detection task for an image using fully convolutional encoder-decoder architecture, and later, we use it as an input to our temporal models and jointly learn the detection task in sequences of images.
1 code implementation • 5 Sep 2019 • Hafez Farazi, Grzegorz Ficht, Philipp Allgeuer, Dmytro Pavlichenko, Diego Rodriguez, Andre Brandenburger, Mojtaba Hosseini, Sven Behnke
Over the past few years, the Humanoid League rules have changed towards more realistic and challenging game environments, which encourage teams to advance their robot soccer performances.
Robotics
1 code implementation • 1 Mar 2019 • Hafez Farazi, Sven Behnke
The task of video prediction is forecasting the next frames given some previous frames.
1 code implementation • 19 Oct 2018 • Grzegorz Ficht, Hafez Farazi, André Brandenburger, Diego Rodriguez, Dmytro Pavlichenko, Philipp Allgeuer, Mojtaba Hosseini, Sven Behnke
Humanoid robotics research depends on capable robot platforms, but recently developed advanced platforms are often not available to other research groups, expensive, dangerous to operate, or closed-source.
Robotics
no code implementations • 15 Oct 2018 • Hafez Farazi, Sven Behnke
The use of a team of humanoid robots to collaborate in completing a task is an increasingly important field of research.
1 code implementation • 11 Oct 2018 • Niloofar Azizi, Hafez Farazi, Sven Behnke
The task of video prediction requires analyzing the video frames, temporally and spatially, and constructing a model of how the environment evolves.
no code implementations • 11 Oct 2018 • Hafez Farazi, Sven Behnke
One of the challenges for achieving collaboration in a team of robots is mutual tracking and identification.