WP3.5.1 - Development of Datasets for Machine Learning - LongOps

Concepts

• abingdon
• software package
• ukaea
• part of the longops project
• machine learning
• use of machine learning
• development of datasets
• machine
• longops
• software development package

Location

Oxfordshire:

Description

As part of the LongOps project, it is required to develop decision support tools capable of helping de-risking operations and supporting training in teleoperated decommissioning tasks involving the detection and pose estimation of objects and debris within nuclear facilities. In recent years the use of Machine Learning (ML) techniques such as object detection, object classification, segmentation, semantic information extraction from images and videos, denoising, etc. has yielded important results in terms of visual and other sensory perception. However, this requires significant volumes of relevant, high-quality annotated data to achieve adequate levels of performance. UKAEA wishes to procure the collection, evaluation, processing, and annotation of data gathered from nuclear-related sites and/or similar scenarios.

Total Quantity or Scope

Such data consists primarily of 2D images and 3D point clouds, although other types of data such as temperature, radiation, pressure, etc. may also be considered. The annotated data will then be used to, but not limited to, train machine learning models to perform tasks such as, object detection and classification, semantic and instance segmentation, etc. In addition, this data will be used to develop, evaluate, and validate change detection and anomaly estimation algorithms.

Award Detail

Award Criteria

CPV Codes

• 48000000 - Software package and information systems
• 48100000 - Industry specific software package
• 48150000 - Industrial control software package
• 48328000 - Image-processing software package
• 48461000 - Analytical or scientific software package
• 48518000 - Emulation software package
• 48627000 - Real-time operating system software package
• 48900000 - Miscellaneous software package and computer systems
• 48931000 - Training software package
• 48960000 - Drivers and system software package
• 48983000 - Development software package
• 72000000 - IT services: consulting, software development, Internet and support
• 72212000 - Programming services of application software
• 72212100 - Industry specific software development services
• 72212150 - Industrial control software development services
• 72212328 - Image-processing software development services
• 72212461 - Analytical or scientific software development services
• 72212510 - Communication software development services
• 72212517 - IT software development services
• 72212518 - Emulation software development services
• 72212670 - Real time operating system software development services
• 72212700 - Software development services utilities
• 72212900 - Miscellaneous software development services and computer systems
• 72227000 - Software integration consultancy services
• 72230000 - Custom software development services
• 72260000 - Software-related services
• 72262000 - Software development services
• 73000000 - Research and development services and related consultancy services

Other Information

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