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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
Keywords
software package and information systems
application software
IT systems
enterprise software
packaged applications
digital solutions
industry-specific software
vertical market application
specialised enterprise software
tailored industry IT solution
industrial control software
factory automation system
process control application
SCADA package
production line control software
filter application suite
batch image converter
histogram adjustment tool
edge detection software
color calibration engine
distortion correction module
raw image interpreter
image segmentation tool
morphological operation software
enhancement pipeline
experimental data analyzer
lab data processing tool
signal analysis software
scientific visualization suite
laboratory statistics engine
measurement interpretation system
research plotting tool
sample data aggregator
error analysis module
scientific reporting tool
hardware emulator software
virtual machine tool
legacy system emulator
platform compatibility layer
CPU instruction interpreter
sandbox environment tool
console emulation app
system virtualization engine
BIOS emulator
embedded system simulator
RTOS kernel
deterministic scheduler
interrupt handling OS
embedded systems OS
low-latency operating system
real-time task manager
real-time device driver framework
deadline-driven OS
microkernel RTOS
time-critical OS platform
software bundle installer
integrated IT solution
diverse application suite
bespoke systems package
multi-purpose software toolkit
turnkey IT system
mixed-license software
cross-platform system bundle
vendor-neutral software pack
contract-based software set
e‑learning platform
instructor-led training suite
simulation-based training tool
skills assessment module
training content editor
certification tracking system
SCORM-compliant LMS
competency management software
virtual classroom interface
course authoring tool
device driver installer
kernel module updater
peripheral integration tool
firmware loader app
hardware abstraction installer
driver configuration UI
auto-detect driver utility
driver rollback tool
OS compatibility package
signed driver manager
IDE platform
code refactoring tool
plugin extension interface
project scaffolding wizard
version control integration
test harness starter kit
integrated debugger
code templates library
build-and-run launcher
code analyzer plugin
IT consulting
software development
web services
network support
system integration
IT infrastructure management
digital transformation
cloud services
cybersecurity support
application maintenance
helpdesk services
technical support
software customization
IT outsourcing
application software development
mobile app programming
web application coding
desktop app development
API integration
form-based application design
vertical market applications
regulatory software development
compliance application coding
sector-focused solutions
domain-specific modules
industrial automation programming
SCADA integration
PLC software development
control loop design
process monitoring software
factory equipment control logic
HMI development
production line synchronization
manufacturing workflow software
image filter design
batch processing pipelines
noise reduction algorithms
HDR tone mapping
color correction modules
edge detection filters
image segmentation tools
photo stabilization
metadata handling
GPU-acceleration integration
scientific application programming
lab data analysis tools
experimental modeling modules
data science engine development
research analytics dashboard
scientific data pipelines
computation scripting
results visualization tools
validation module development
chat system programming
VoIP integration
messaging queue services
real-time connection modules
presence detection
multimedia call handling
network signaling protocol
communication UI libraries
low-latency messaging
message encryption services
webinar integration
communication plugin development
network handshake modules
multi-user conferencing
enterprise IT module programming
backend service development
platform module coding
microservices implementation
system architecture modules
API gateway creation
backend scalability support
server-side logic design
integration adapters
IT toolchain development
hardware emulator programming
CPU instruction set simulation
virtual hardware mapping
BIOS-level firmware simulation
virtual device drivers
timing loop control
cross-platform emulation
performance tuning routines
emulator debugging modules
virtual memory mimicking
RTOS kernel coding
deterministic scheduling
interrupt latency optimization
task prioritization logic
embedded device support
real-time clock interfacing
preemptive multitasking design
low-latency drivers
system tool programming
utility software coding
admin script modules
background service management
task automation tools
maintenance utility development
platform support coding
generic software tools
misc custom software
ad hoc system modules
bespoke tool integrations
niche application development
one-off utility coding
specialized workflow tools
customized system adapters
unique integration scripts
tailored software modules
atypical system prototypes
integration architecture design
cross-platform interface planning
middleware advisory services
API orchestration strategies
system handshake protocol design
legacy system compatibility consulting
data exchange model alignment
service layer integration mapping
tailored software solution creation
bespoke application design
domain-specific coding
end-user feature customization
requirement-driven development
custom interface building
vertical application programming
specialized backend logic
industry-aligned solution delivery
tech writing and documentation
training and onboarding
deployment assistance
software lifecycle guidance
user manual creation
version upgrade support
platform migration services
integration planning
codebase design
application logic creation
full-stack programming
agile development cycles
backend system structuring
frontend interface programming
version-controlled coding workflows
R&D services
innovation consultancy
feasibility studies
technology development
scientific advisory
experimental design
product innovation
applied research
industrial consultancy
development support
Tender Lot Details
2 Tender Lots
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