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jobs [2015/03/19 13:20] – [Theses and Jobs] raider | jobs [2023/06/19 13:41] – [Open researcher positions] dziomba | ||
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- | ~~NOTOC~~ | ||
- | =====Theses and Jobs===== | ||
- | If you are looking for a bachelor/ | ||
+ | =====Open researcher positions===== | ||
+ | == PostDoc (f/m/d) in in the ERC Advanced Grant project FAME: Open-Ended Manipulation Task Learning with FAME (Future-oriented cognitive Action Modelling Engine)“ | ||
- | == GPU-based Parallelization | + | With our new project FAME, we aim to lay the groundwork for robots that achieve the competence level of humans in the area of everyday manipulation tasks. |
+ | In pursuit of this goals, FAME will investigate the hypothesis that a knowledge representation and reasoning (KR&R) framework | ||
+ | With cutting-edge laboratories and data infrastructure FAME offers attractive workplaces, diverse and responsible tasks, and a wide scope of advanced training options. | ||
+ | We offer two PostDoc positions | ||
- | In the field of Machine Learning, numerical optimization techniques play a focal role. However, as models grow larger, traditional implementations on single-core CPUs suffer from sequential execution causing a severe slow-down. In this thesis, state-of-the-art GPU frameworks (e.g. CUDA) are to be investigated in order implement numerical optimizers that substantially profit from parallel execution. | + | **Research tasks:** |
- | Requirements: | + | As a PhD with appropriate, |
- | * Skills | + | |
- | * Good programming skills | + | |
- | Contact: [[team:daniel_nyga|Daniel Nyga]] | + | **Your ideal profile:** |
+ | * PhD in Computer Science (Master, University Diploma) | ||
+ | * Outstanding academic achievements e.g. in the field of robotics, AI, perception, programming, | ||
+ | * Profound knowledge in the development of complex software systems, ideally in the field of robotics | ||
+ | * Substantial know-how on AI methods in robotic applications | ||
+ | * Excellent programming skills: the programming languages used include, for example: Python, C ++, LISP, Prolog | ||
+ | * Ability to communicate proficiently in English | ||
+ | * High level of commitment, flexibility and team spirit | ||
- | == Online Learning | + | Please find the complete job description under the job postings |
- | Markov Logic Networks (MLNs) combine the expressive power of first-order logic and probabilistic graphical models. In the past, they have been successfully applied to the problem of semantically interpreting and completing natural-language instructions from the web. State-of-the-art learning techniques mostly operate in batch mode, i.e. all training instances need to be known in the beginning of the learning process. In context of this thesis, online learning methods for MLNs are to be investigated, | ||
- | Requirements: | + | == PhD candidate (f/ |
- | * Experience | + | |
- | * Experience | + | |
- | * Good programming skills in Python. | + | |
- | Contact: [[team: | + | With our new project FAME, we aim to lay the groundwork for robots that achieve the competence level of humans in the area of everyday manipulation tasks. |
+ | In pursuit of this goals, FAME will investigate the hypothesis that a knowledge representation and reasoning (KR&R) framework based on explicitly represented and machine-interpretable inner-world models can enable robots to contextualize underdetermined manipulation task requests. | ||
- | ==HiWi-Position: Knowledge Representation & Language Understanding for Intelligent Robots== | + | With cutting-edge laboratories and data infrastructure FAME offers attractive workplaces, diverse and responsible tasks, and a wide scope of advanced training options. |
- | In the context of the European | + | We offer three research |
- | are investigating methods | + | |
- | The Institute for Artificial Intelligence is hiring a student researcher for the | ||
- | development and the integration of probabilistic methods in AI, which enable intelligent robots to understand, interpret and execute natural-language instructions from recipes from the World Wide Web. | ||
- | This HiWi-Position can serve as a starting point for future Bachelor' | + | **Research tasks:** |
+ | * Interpretation and analysis of instructional videos on manipulation tasks (e.g. Wikihow videos) | ||
+ | * Modular and transparent robot plans for simple meal preparation tasks | ||
+ | * Learning and representation of, or reasoning with " | ||
+ | * Simulation of cooking processes and derivation of generalized probabilistic models | ||
+ | * Automated programming of robot plans for the acquisition of manipulation skills | ||
+ | * Integration of existing information systems with modern knowledge processing technologies | ||
+ | * Human-machine interaction techniques for knowledge services based on modern entertainment software technologies | ||
+ | * Design and implementation of knowledge services of the Knowledge4Retail platform | ||
- | Tasks: | + | **Your ideal profile:** |
- | * Implementation of an interface to the Robot Operating System | + | * University degree in Computer Science |
- | * Linkage of the knowledge | + | * Outstanding academic achievements e.g. in the field of robotics, AI, perception, programming, |
- | * Support for the scientific staff in extending | + | * Profound |
+ | * Substantial know-how on AI methods in robotic applications | ||
+ | * Excellent programming skills: | ||
+ | * Ability to communicate proficiently | ||
+ | * High level of commitment, flexibility | ||
- | Requirements: | + | Please find the complete job description under the [[https:// |
- | * Studies in Computer Science | + | |
- | * Basic skills in Artificial Intelligence | + | |
- | * Optional: basic skills in Probability Theory | + | |
- | * Optional: basic skills in Machine Learning | + | |
- | * Good programming skills in Python and Java | + | |
- | Hours: 10-20 h/week | + | =====Theses and Student Jobs===== |
- | + | If you are looking for a bachelor/master thesis or a job as a student research assistant, you may find some interesting opportunities on this page. | |
- | Contact: [[team: | + | |
- | + | ||
- | [1] www.robohow.eu\\ | + | |
- | [2] http://www.youtube.com/ | + | |
- | == Kitchen Activity Games in a Realistic Robotic Simulator | + | < |
- | {{ : | + | == Physics-based grasping |
- | Developing new activities and improving the current simulation framework done under the [[http:// | + | Implementing physics-based grasping models |
+ | using Manus VR. | ||
Requirements: | Requirements: | ||
- | * Good programming skills in C/C++ | + | * Good C++ programming skills |
- | * Basic physics/rendering engine knowledge | + | * Familiar with skeletal animations |
- | * Gazebo simulator basic tutorials | + | * Experience with simulators/physics-/game- engines |
+ | * Familiar with Unreal Engine API | ||
+ | * Familiar with version-control systems (git) | ||
+ | * Able to work independently with minimal supervision | ||
Contact: [[team: | Contact: [[team: | ||
+ | --></ | ||
- | == Integrating Eye Tracking in the Kitchen Activity Games (BA/MA)== | ||
- | {{ : | ||
- | Integrating | + | < |
+ | == Lisp / CRAM support assistant (HiWi) == | ||
+ | |||
+ | Technical support for the group for Lisp and the CRAM framework. | ||
+ | 8+ hours per week for up to 1 year (paid). | ||
Requirements: | Requirements: | ||
- | * Good programming skills in C/C++ | + | * Good programming skills in Common Lisp |
- | * Gazebo simulator basic tutorials | + | * Basic ROS knowledge |
- | Contact: [[team: | + | The student will be introduced to the CRAM framework at the beginning of the job, which is a robot programming framework written in Lisp. The student will then be responsible for assisting not familiar with the framework people, explaining them the parts they don't understand and pointing them to the relevant documentation sources. |
- | == Hand Skeleton Tracking Using Two Leap Motion Devices (BA/MA)== | + | Contact: [[team:gayane_kazhoyan|Gayane Kazhoyan]] |
- | | + | --></ |
- | Improving the skeletal tracking offered by the [[https://developer.leapmotion.com/|Leap Motion SDK]], by using two devices (one tracking vertically the other horizontally) and switching between them to the one that has the best current view of the hand. | + | < |
+ | == Mesh Editing | ||
+ | {{ : | ||
- | The tracked hand can then be used as input for the Kitchen Activity Games framework. | + | |
Requirements: | Requirements: | ||
- | * Good programming skills | + | * Good knowledge |
+ | * Familiar with Blender | ||
- | Contact: [[team: | + | Contact: [[team/ |
+ | --></ | ||
- | == Fluid Simulation in Gazebo (BA/MA)== | ||
- | {{ : | ||
- | [[http://gazebosim.org/|Gazebo]] currently only supports rigid body physics engines (ODE, Bullet etc.), however in some cases fluids are preferred in order to simulate as realistically as possible the given environment. | + | < |
+ | == 3D Animation and Modeling (Student Job / HiWi)== | ||
+ | | ||
- | Currently there is an [[http:// | + | Developing and improving existing or new 3D (static/skeletal) |
+ | models | ||
+ | models against Unreal Engine. | ||
- | The computational method for the fluid simulation is SPH (Smoothed-particle Dynamics), however newer and better methods based on SPH are currently present | + | Bonus: Working with state of the art 3D Scanners [[https:// |
- | and should be implemented (PCISPH/IISPH). | + | |
- | The interaction between the fluid and the rigid objects is a naive one, the forces and torques are applied only from the particle collisions | + | Requirements: |
+ | * Experience with Blender / Maya (or other) | ||
+ | * Knowledge of Unreal Engine material / lightning development | ||
+ | * Familiar with version-control systems (git) | ||
+ | * Able to work independently with minimal supervision | ||
- | Another topic would be the visualization of the fluid, currently is done by rendering every particle. For the rendering engine | + | Contact: |
+ | --></ | ||
- | Here is a [[https:// | + | == Generating Comics about Everyday Experiences of a Robot (BA Thesis) == |
- | Requirements: | + | Summary: |
- | * Good programming skills in C/C++ | + | * Query experience data from an existing database |
- | * Interest | + | * Retrieve situations of interest |
- | * Basic physics/ | + | * Recreate the scene in a 3D environment |
- | * Gazebo simulator and Fluidix basic tutorials | + | * Apply a comic shader |
+ | * Find good camera position for moments of interest | ||
+ | * Generate a PDF summarizing the experiences as a comic strip | ||
- | Contact: [[team:andrei_haidu|Andrei Haidu]] | + | Contact: [[team:daniel_bessler|Daniel Beßler]] |
+ | == Integration of novel objects into Digital Twin Knowledge Bases (MA Thesis) == | ||
- | == Automated sensor calibration toolkit (MA)== | + | In this thesis, the goal is to make a robotic system learn new objects automatically. |
+ | The system should be able to generate the necessary models required for re-detecting it again and also consult online information sources to automatically acquire knowledge about it. | ||
- | Computer vision is an important part of autonomous robots. For robots | + | The focus of the thesis would be two-fold: |
+ | * Develop methods to automatically infer the object class of new objects. This would include perceiving it with state of the art sensors, constructing a 3d model of it and then infer the object class from online information sources. | ||
+ | * In the second step the system should also infer factual knowledge about the object from the internet | ||
- | The topic for this thesis is to develop an automated system for calibrating cameras, especially RGB-D cameras like the Kinect v2. | ||
- | The system should: | + | Requirements: |
- | * be independent of the camera type | + | * Knowledge about sensor data processing |
- | * estimate intrinsic and extrinsic parameters | + | * Interest in model construction |
- | * calibrate depth images (case of RGB-D) | + | * Work with KnowRob knowledge processing framework |
- | * integrate capabilities | + | |
- | * operate autonomously | + | |
- | Requirements: | ||
- | * Good programming skills in Python and C/C++ | ||
- | * ROS, OpenCV | ||
- | [1] http:// | + | Contact: |
- | Contact: [[team: | + | == Integration von Nährwertangaben für Rezepte in bestehende Website (BA Thesis) == |
- | == On-the-fly 3D CAD model creation (MA)== | + | In dieser Arbeit soll eine bestehende Website mit Nährwertangaben und Zusatzfunktionalität zu Produkten um eine Nährwertangabe zu Rezepten erweitert werden. Es handelt sich um folgende website: productkg.informatik.uni-bremen.de |
- | Create models during runtime for unknown textured objets based on depth and color information. Track the object and update the model with more detailed information, | + | Die Aufgaben dazu sind: |
+ | * Vergleich von bestehenden Lösungen. | ||
+ | * Erweiterung einer Ontologie um Nährwertangaben. | ||
+ | * Erweiterung der Website. | ||
- | Requirements: | ||
- | * Good programming skills in C/C++ | ||
- | * strong background in computer vision | ||
- | * ROS, OpenCV, PCL | ||
- | Contact: [[team:thiemo_wiedemeyer|Thiemo Wiedemeyer]] | + | Contact: [[team:michaela_kümpel|Michaela Kümpel]] |
- | == Simulation of a robots belief state to support perception(MA) == | ||
- | Create a simulation environment that represents | + | < |
+ | == Development of Modules for Robot Perception (Student Job / HiWi) == | ||
+ | In our research group, we focus on the development of modern | ||
+ | In this context, we are currently offering multiple Hiwi positions / student jobs for the following tasks: | ||
+ | * Software development | ||
+ | * Software development for our Robot Perception framework [[http:// | ||
- | Requirements: | + | Requirements: |
- | * Good programming skills | + | * Experience |
- | * strong background | + | * Basic understanding of the ROS middleware and Linux. |
- | * Gazebo, OpenCV, PCL | + | The spoken language |
- | Contact: [[team:ferenc_balint-benczedi|Ferenc Balint-Benczedi]] | + | Contact: [[team:patrick_mania|Patrick Mania]] |
+ | --></ | ||
- | == Multi-expert segmentation of cluttered | + | == Game Engine Developer |
+ | A recent development in the field of AI is the usage of photorealistic simulations, | ||
+ | In our research group, we focus on the development of modern robots that can make use of the potential of game engines. This requires a high degree of specialized game engine plugins that can simulate certain aspects of our research. Another important task is the creation of 3d models. | ||
- | Objects in a human environment | + | Therefore, we are currently offering multiple Hiwi positions / student jobs for the following tasks: |
+ | * Modelling of objects for the use in Unreal Engine 4. | ||
+ | * Creation of specific simulation aspects | ||
+ | |||
+ | Requirements: | ||
+ | * Knowledge of 3D-Modelling tools. Blender would be highly preferred. | ||
+ | * Experience | ||
- | Requirements: | + | The spoken language |
- | * Good programming skills | + | |
- | * strong background in 3D vision | + | |
- | * basic knowledge of ROS, OpenCV, PCL | + | |
- | Contact: [[team:ferenc_balint-benczedi|Ferenc Balint-Benczedi]] | + | Contact: [[team:patrick_mania|Patrick Mania]] |
Prof. Dr. hc. Michael Beetz PhD
Head of Institute
Contact via
Andrea Cowley
assistant to Prof. Beetz
ai-office@cs.uni-bremen.de
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