The structure of the project
How is the work setup and organized?
Project management and monitoring
The goal of this workpackage is to:
- set goals for each WP with the aim of ensuring that the agreed project objectives and deliverables are achieved
- provide a central point of communication for the project with the European Commission
- facilitate communication and co-operation between project participants
- maintain accurate records of cost and effort
- ensure quality in project work
- anticipate and manage changes related to the project Technical & Innovation Management
- prepare and deliver periodic management reports and technical progress reports as required
- perform quality controls of the deliverables
- seek out and exploit potential market opportunities for the technical advancements
- prepare the Steering Committee meetings and the review meetings
- manage contract and consortium agreement related issues
Requirements and specifications
The goal of this workpackage is to:
- Define the requirements (functional, performance-related, hardware-related, etc.) of the OpenDR toolkit
- Define the specifications (intefaces, functionality, interoperability, etc.) of the OpenDR toolkit
- Define the requirements of deep active percepion algorithms (data collection, inteface, etc.)
- Define the requirements and specifications of the use cases (agri-food, healthcare, robotics, agile production)
- Define the requirements and specifications of the simulations that will be developed for training deep learning algorithms for the use cases
- Define the data management plan (DMP)
Deep human centric active perception and cognition
The goal of this workpackage is to provide novel, lightweight, deep learning-based approaches for a broad range of topics related to humancentric active perception and cognition:
- person/face/body part active detection/recognition and pose estimation
- person/face/body part tracking and human activity recognition
- social signal analysis and recognition
- active speech and biosignal analysis
- active multi-modal humancentric perception and cognition
- human intention prediction
Deep environment active perception and cognition
The goal of this workpackage is to provide lightweight deep learning methods for deep environment active perception and cognition namely:
- object detection/recognition, semantic scene segmentation and understanding, pose estimation
- 2D/3D object localization and tracking
- SLAM and 3D scene reconstruction
- robust/redundant multi-modal sensor fusion
Deep robot action and decision making
The goal of this workpackage is to provide lightweight deep learning methods for deep robot action and decision making, namely:
- deep reinforcement learning and related control methods
- deep planning and navigation methods that can be trained in end-to-end fashion
- enable robots to decide on actions based on observations in WP3, as well as to learn from observations
- enable efficient and effective human robot interaction
Simulation environments and data
The goal of this workpackage is to:
- provide a simulation framework for generating sensor and actuator data aimed at training OpenDR tools
- integrate the OpenDR framework in the Webots robot simulator to provide a quick prototyping tool to robotics developers willing to use OpenDR
Integration
The goal of this workpackage is to:
- integrate OpenDR toolkit in simulation environment and to ensure its portability across various systems
- integrate OpenDR toolkit
Evaluation
The goal of this workpackage is to:
- evaluate the developed toolkit under different application scenarios using datasets, simulation environments and real world applications
- evaluate the developed toolkit in the specific use cases in real world conditions
Dissemination and Exploitation
The goal of this workpackage is to:
- monitor the project achievements and compare to the state of the art
- monitor the transmitter market and respective business models in order to align OpenDR
- disseminate research results
- collaborate with established initiatives, active on the same theme
- establish links with robotics DIHs
- Co-ordinate the intellectual property rights generated within the project
Ethics requirements
The goal of this workpackage is to ensure compliance with the ‘ethics requirements’.