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Multiple Expert Brainstorming for Domain Adaptive Person Re-identification
[article]
2020
arXiv
pre-print
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In this paper, we propose a multiple expert brainstorming network (MEB-Net) for domain adaptive person re-ID, opening up a promising direction about model ensemble problem under unsupervised conditions ...
Often the best performing deep neural models are ensembles of multiple base-level networks, nevertheless, ensemble learning with respect to domain adaptive person re-ID remains unexplored. ...
Conclusion The paper proposed a multiple expert brainstorming network (MEB-Net) for domain adaptive person re-ID. ...
arXiv:2007.01546v3
fatcat:m66wzjbigjbxtohccg4psa4oue
Review of Unsupervised Person Re-Identification
2021
Journal of New Media
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Person re-identification (re-ID) aims to match images of the same pedestrian across different cameras. It plays an important role in the field of security and surveillance. ...
For example, the model trained on the mall needs to adapt to the new environment of airport obviously. ...
The purpose of person re-ID is to quickly identify a person of interest in the view of multiple uncrossed surveillance cameras. ...
doi:10.32604/jnm.2021.023981
fatcat:rwmqhcz5mvdivl22vbu5klvfdu
Multiple Domain Experts Collaborative Learning: Multi-Source Domain Generalization For Person Re-Identification
[article]
2021
arXiv
pre-print
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Recent years have witnessed significant progress in person re-identification (ReID). ...
In this paper, we propose a novel Multiple Domain Experts Collaborative Learning (MECL) framework for better exploiting all training domains, which benefits from the proposed Domain-Domain Collaborative ...
We also establish a simple but rather strong multi-source DG-ReID baseline method named Multi-Domain Equality (MDE) that will facilitate future works in this area. ...
arXiv:2105.12355v2
fatcat:aowm23uddfd4vnfhzzu6zhz6o4
Unsupervised Horizontal Pyramid Similarity Learning for Cross-domain Adaptive Person Re-identification
2021
IEEE Access
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Multiple expert brainstorming network (MEB-Net) [50] accomplishes domain adaption by brainstorming-based mutual learning among different expert models with different architectures. ...
for person re-identification. ...
doi:10.1109/access.2021.3093083
fatcat:ivxowzfrsbh53mosmfiw44moxy
Reliability Exploration with Self-Ensemble Learning for Domain Adaptive Person Re-identification
2022
AAAI Conference on Artificial Intelligence
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Person re-identification (Re-ID) based on unsupervised domain adaptation (UDA) aims to transfer the pre-trained model from one labeled source domain to an unlabeled target domain. ...
In this paper, we propose a Reliability Exploration with Self-ensemble Learning (RESL) framework for domain adaptive person Re-ID. ...
Introduction Person re-identification (Re-ID) aims to retrieve a given person from different cameras. ...
dblp:conf/aaai/LiSLCWZ22
fatcat:cchq6s5v3feoffsgpf3bep2zde
Design and application for a replicable foresight methodology bridging quantitative and qualitative expert data
2014
European Journal of Futures Research
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methods and techniques, challenging the need for better understanding of foresight methodology assumptions and options. ...
This paper offers assessment of an electronic expert Group Support System (named «E-lab») facilitating efficient foresight knowledge production by using and coalescing a series of quantitative and qualitative ...
Jore at the University of Stavanger for valuable comments to the manuscript. ...
doi:10.1007/s40309-014-0040-y
fatcat:2sipnb74cvby7dxxzdctb6cifa
CREATIVITY IN VIRTUAL TEAMS: BRIDGING THE GAP BETWEEN PROFESSIONAL WISDOM AND SCIENTIFIC INSIGHTS
2019
Creativity Studies
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Moreover, their expert perception of the creative process sometimes appeared contradictory to scientific results obtained in the domain. ...
We discuss these results and provide design perspectives to make virtual technologies more acceptable and usable for creativity facilitators, in order to allow more population to benefit from their positive ...
After being exposed to the technology, the experts re-emphasized their key role as facilitators for the effectiveness of a creativity session. ...
doi:10.3846/cs.2019.576
fatcat:3544zmx2rfhzdjautyy7lxqcnu
Can Requirements Be Creative? Experiences with an Enhanced Air Space Management System
2007
Proceedings / International Conference of Software Engineering
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Acknowledgements The authors wish to thank NATS and all involved in EASM project, and in particular Sarah Amundsen and Bill Clark, for their involvement in the work reported. ...
On day-1, the morning period activities included system-wide and use case-specific brainstorming, constraint identification and removal followed by group brainstorming assuming the removal of selected ...
Boden [2] describes how creativity exists at different levels, for example the personal, psychological and historical. ...
doi:10.1109/icse.2007.24
dblp:conf/icse/MaidenNR07
fatcat:pen3adwodjduxmk755i4xg4c3q
A Multi-Phase Network Situational Awareness Cognitive Task Analysis
2010
Information Visualization
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The goal of our project is to create a set of next-generation cyber situational-awareness capabilities with applications to other domains in the long term. ...
Thus, the CTA consisted of multiple steps in acquiring feedback from these experts. ...
This brainstorming session identified key issues that we, and any visualization designer, would need to consider early in the visualization design process for this domain. ...
doi:10.1057/ivs.2010.5
fatcat:oxx4s45zyfa45llq2g2gc25moy
Requirements Engineering in Model-Transformation Development: An Interview-Based Study
[chapter]
2016
Lecture Notes in Computer Science
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This paper provides some initial results and analysis of an interview-based study of requirements engineering (RE) in MT developments. ...
We have interviewed industry experts in MT development, with the goal of understanding the contexts and ways in which transformations are developed and how their requirements are established. ...
In parallel, we have started work on defining a more systematic process for requirements engineering in the context of MT development [15] . ...
doi:10.1007/978-3-319-42064-6_9
fatcat:tiat7mlq4jdwjpkikhjpekhf7m
Human-centered NLP Fact-checking: Co-Designing with Fact-checkers using Matchmaking for AI
[article]
2024
arXiv
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technology, and to brainstorm ideas for potential solutions. ...
These concepts range from pre-bunking misinformation, efficient and personalized monitoring misinformation, proactively reducing fact-checker potential biases, and collaborative writing fact-check reports ...
for Idea Brainstorming. ...
arXiv:2308.07213v2
fatcat:swk6rvhmsbgkfgrnrgh4aim3vm
Person Re-identification: A Retrospective on Domain Specific Open Challenges and Future Trends
[article]
2022
arXiv
pre-print
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Person re-identification (Re-ID) is one of the primary components of an automated visual surveillance system. ...
For the first time a survey of this type have been presented where the person re-Id approaches are reviewed in such solution-oriented perspective. ...
In [224] domain adaptive person re-id was proposed using unsupervised target domain. Multiple expert brainstorming networks were learned with multiple architectures for optimal re-id. ...
arXiv:2202.13121v1
fatcat:luwwbcwspndqpauj4dosmmojee
Integrating creativity into requirements processes: experiences with an air traffic management system
2005
13th IEEE International Conference on Requirements Engineering (RE'05)
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The workshops were successful in that they provided new and important outputs for subsequent requirements processes. ...
Abstract Requirements engineering is a creative process in which stakeholders and designers work together to create ideas for new systems that are eventually expressed as requirements. ...
Acknowledgements The authors wish to thank all involved in MSP project for their involvement in the work reported. ...
doi:10.1109/re.2005.34
dblp:conf/re/MaidenR05
fatcat:ijdkekdjrnfehnnw7qohqxnxtm
Requirement Engineering Challenges in Agile Software Development
2021
Mathematical Problems in Engineering
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Requirement engineering (RE) is crucial as in each software development life cycle, "Requirements" play a vital role. ...
The findings and results can be very helpful for software industry to improve development process as well as for researchers who want to work further in this direction. ...
for RE challenges. ...
doi:10.1155/2021/6696695
fatcat:klhghhelarculef6rfsc53ybia
Beyond Isolation: Multi-Agent Synergy for Improving Knowledge Graph Construction
[article]
2023
arXiv
pre-print
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Importantly, our findings reveal that the collaboration facilitated by CooperKGC enhances knowledge selection, correction, and aggregation capabilities across multiple rounds of interactions. ...
For the English dataset, the default customized expert knowledge background for the NER task is based on Conllpp, the RE task is NYT11-HRL, and the EE task is ACE05. ...
Notably, since these three tasks are relevant in some way, we leave the exploration of cross-domain collaboration for future work. ...
arXiv:2312.03022v2
fatcat:cphevbp6hjau3cl4a6od7vdj4e
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