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WP3.5.1 - Development of Datasets for Machine Learning - LongOps
Descriptions
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. 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.
Timeline
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Tender Regions
CPV Codes
48000000 - Software package and information systems
48150000 - Industrial control software package
72212150 - Industrial control software development services
72262000 - Software development services
72212510 - Communication software development services
72000000 - IT services: consulting, software development, Internet and support
72212900 - Miscellaneous software development services and computer systems
72212700 - Software development services utilities
48328000 - Image-processing software package
72212100 - Industry specific software development services
48960000 - Drivers and system software package
48518000 - Emulation software package
48461000 - Analytical or scientific software package
48900000 - Miscellaneous software package and computer systems
48931000 - Training software package
48100000 - Industry specific software package
48983000 - Development software package
72260000 - Software-related services
72212517 - IT software development services
73000000 - Research and development services and related consultancy services
72212518 - Emulation software development services
48627000 - Real time operating system software package
72212328 - Image-processing software development services
72212670 - Real time operating system software development services
72227000 - Software integration consultancy services
72212461 - Analytical or scientific software development services
72230000 - Custom software development services
72212000 - Programming services of application software
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Possible Competitors
1 Possible Competitors
