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Leveraging Intelligent Transportation Systems and Smart Vehicles Using Crowdsourcing: An Overview

Michael C. Lucic, Xiangpeng Wan, Hakim Ghazzai, Yehia Massoud
2020 Smart Cities  
In this paper, we review and discuss the architecture and types of ITS crowdsourcing.  ...  Intelligent Transportation Systems (ITS) and Vehicular Social Networks (VSN) can be leveraged by mobile, spatial, and passive sensing crowdsourcing techniques due to improved connectivity, higher throughput  ...  Beyond stitching crowdsourced images for panoramic tours, spatial crowdsourcing may be utilized for generating 3D maps for autonomous vehicles [16] .  ... 
doi:10.3390/smartcities3020018 fatcat:dg57ehkvurbpdahp6wvuabk6xm

Towards Crowdsourcing Internet of Things (Crowd-IoT): Architectures, Security and Applications

Kenneth Li Minn Ang, Jasmine Kah Phooi Seng, Ericmoore Ngharamike
2022 Future Internet  
This paper presents a comprehensive survey for this new Crowdsourcing IoT paradigm from four different perspectives: (1) Architectures for Crowd-IoT; (2) Trustworthy, Privacy and Security for Crowd-IoT  ...  They can be merged to form a new and essential platform in crowdsourcing IoT paradigm for data collection from different sources and communication mediums.  ...  [7] 2010 The authors presented a Platform for Remote Sensing using Smartphones (PRISM) which is general architecture for crowdsourcing applications.  ... 
doi:10.3390/fi14020049 fatcat:o62tjaayyvfnjc75irzkpzu5vy

Towards a Unified Spatial Crowdsourcing Platform [chapter]

Christopher Jonathan, Mohamed F. Mokbel
2017 Lecture Notes in Computer Science  
This paper identifies a set of characteristics for a unified spatial crowdsourcing environment and provides the core components of the platform that are required to empower the capability in solving different  ...  This paper provides the vision of a unified spatial crowdsourcing platform that is designed to efficiently tackle different types of spatial tasks which have been gaining a lot of popularity in recent  ...  Figure 1 gives the system architecture of our vision for a unified spatial crowdsourcing platform. There are two types of users that are using the platform, namely, a requester and a worker.  ... 
doi:10.1007/978-3-319-64367-0_20 fatcat:ed4vp6awyza33n3wlwqp26rume

A Review of Mobile Crowdsourcing Architectures and Challenges: Toward Crowd-Empowered Internet-of-Things

Jurairat Phuttharak, Seng W. Loke
2019 IEEE Access  
, architectures, and key considerations for their development.  ...  We also provide a critical analysis of some challenges and suggest directions for future work.  ...  For example, Microsoft research [135] has a project exploring the use of spatial context in crowdsourcing.  ... 
doi:10.1109/access.2018.2885353 fatcat:vtfbb7ydjre2rfkulrjm6ypyma

SpatialSense: An Adversarially Crowdsourced Benchmark for Spatial Relation Recognition [article]

Kaiyu Yang, Olga Russakovsky, Jia Deng
2019 arXiv   pre-print
We introduce SpatialSense, a dataset specializing in spatial relation recognition which captures a broad spectrum of such challenges, allowing for proper benchmarking of computer vision techniques.  ...  SpatialSense is constructed through adversarial crowdsourcing, in which human annotators are tasked with finding spatial relations that are difficult to predict using simple cues such as 2D spatial configuration  ...  Figure A : A In adversarial crowdsourcing (section 3 in our submission), the architecture of the robot is an ensemble of a language-only model and a 2D-only model.  ... 
arXiv:1908.02660v2 fatcat:wkhfvabqvffchfa7dx7cbx2ms4

Towards a reference architecture of crowdsourcing integration in early warning systems

Ulrich Meissen, Frank Fuchs-Kittowski
2014 International Conference on Information Systems for Crisis Response and Management  
This paper discusses general architectural principles of the application of crowdsourcing in Early Warning Systems (EWS).  ...  In order to become effective as an integrated part of disaster management systems it is important to set the general architectural foundations for such integrations beyond prototypical experiments.  ...  INTEGRATED ARCHITECTURE FOR CROWDSOURCING IN EARLY WARNING SYSTEMS General architecture of monitoring systems for classical sensor data and crowdsourcing data Recent research in the field of risk, disaster  ... 
dblp:conf/iscram/MeissenF14 fatcat:q74o5p232befzdyawnzqyvf4wu

CLODA: A Crowdsourced Linked Open Data Architecture

Georgios Larkou, Julia Metochi, Georgios Chatzimilioudis, Demetrios Zeinalipour-Yazti
2013 2013 IEEE 14th International Conference on Mobile Data Management  
In this paper we present our Crowdsourced Linked Open Data Architecture (CLODA), a first attempt to combine crowdsourcing, localization and location-based services to generate, collect, validate and relate  ...  real-world, geo-spatial and multidimensional information using smartphones and other mobile devices.  ...  startup grant, funded by the University of Cyprus, EU's FP7 Planetdata NoE (2007-2013), the EU's FP7 "Mobility, Data Mining, and Privacy" project and the COST Action IC903 (MOVE) "Knowledge Discovery for  ... 
doi:10.1109/mdm.2013.76 dblp:conf/mdm/LarkouMCZ13 fatcat:lu5l2iitdjadpo5wxcckrh73dm


Zhao Chen, Chen Jason Zhang, Rui Fu, Ziyuan Zhao, Zheng Liu, Leihao Xia, Lei Chen, Peng Cheng, Caleb Chen Cao, Yongxin Tong
2014 Proceedings of the VLDB Endowment  
In spatial crowdsourcing, a requester can ask for resources related a specific location, the mobile users who would like to take the task will travel to that place and get the data.  ...  In this demo, we will introduce gMission, a general spatial crowdsourcing platform, which features with a collection of novel techniques, including geographic sensing, worker detection, and task recommendation  ...  In this demo, we show a general spatial crowdsourcing platform developed by us, called gMission.  ... 
doi:10.14778/2733004.2733047 fatcat:yvemv5d44vhjrmk6vdv7cfo6ia

A Blockchain-Based Spatial Crowdsourcing System for Spatial Information Collection Using a Reward Distribution

Masoud Kamali, Mohammad Reza Malek, Sara Saeedi, Steve Liang
2021 Sensors  
The use of crowdsourcing due to plurality and distribution is a remarkable strategy for collecting information, especially spatial information.  ...  In this paper, we propose a blockchain-based spatial crowdsourcing system in which workers confirm or reject the accuracy of tasks.  ...  Miners are responsible for mining blocks in the blockchain network. Figure 1 shows the system architecture of this blockchain-based spatial crowdsourcing system.  ... 
doi:10.3390/s21155146 fatcat:swg46sfc4zgexmkobi6gihdo24

Deep Learning for Mobile Crowdsourcing Techniques, Methods, and Challenges: A Survey

Bingchen Liu, Weiyi Zhong, Jushi Xie, Lingzhen Kong, Yihong Yang, Chuang Lin, Hao Wang
2021 Mobile Information Systems  
Finally, we list a group of remaining challenges that call for an intensive study in future research.  ...  In view of this, we review the current research status of deep learning for mobile crowdsourcing from the perspectives of techniques, methods, and challenges.  ...  Generally, a comprehensive mobile crowdsourcing framework mainly consists of three roles: (1) crowdsourcers who release a computing task to the public; (2) crowdworkers who execute a computing task for  ... 
doi:10.1155/2021/6673094 doaj:526bd22b22354287b58ac08179088be1 fatcat:gotbqx6tmvglxmciyhmxezlvfq

Open Community-Based Crowdsourcing Geoportal for Earth Observation Products: A Model Design and Prototype Implementation

Mohammad H. Vahidnia, Hossein Vahidi
2021 ISPRS International Journal of Geo-Information  
To this end, a new model called the "Open Community-Based Crowdsourcing Geoportal for Earth Observation Products" (OCCGEOP) was proposed in this study.  ...  However, less attention has been paid to developing an efficient model for crowdsourcing EO products through geoportals.  ...  The majority of the survey participants (1) agreed on the necessity of designing a new generation of geoportals for crowdsourced EO products, (2) expressed that a geoportal for crowdsourced EO products  ... 
doi:10.3390/ijgi10010024 fatcat:a23dnb7bgvhjxjd54etw4ogtgy


H. Zhang, J. Jiang, W. Huang, L. Yang
2019 The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences  
and update based on crowdsourcing.  ...  It is a useful supplement to the current spatial data collection and update, and has important significances.</p>  ...  Crowdsourcing develops along with Web 2.0 and User Generated Content (UGC).  ... 
doi:10.5194/isprs-archives-xlii-2-w13-1621-2019 fatcat:bjxc7zqfxvcu5f3ahjbyi4npg4

A trust-aware task allocation method using deep q-learning for uncertain mobile crowdsourcing

Yong Sun, Wenan Tan
2019 Human-Centric Computing and Information Sciences  
This process becomes substantially more challenging for large-scale online spatial task allocations in uncertain mobile crowdsourcing systems.  ...  The main impediment to the success of mobile crowdsourcing is the allocation of trustworthy mobile workers to nearby spatial tasks for collaboration.  ...  Acknowledgements The authors thank the reviewers for their suggestions which helped in improving the quality of the paper.  ... 
doi:10.1186/s13673-019-0187-4 fatcat:c7ehvia5ejgmngij2psuekmyo4

Smart regions: two cases of crowdsourcing for regional development

Steffen Roth, Jari Kaivo Oja, Thomas Hirschmann
2013 International Journal of Entrepreneurship and Small Business  
Despite a certified need for stronger ties between regional entrepreneurial ecosystems and larger networks, and despite an emerging discourse on beneficial interlinks between crowdsourcing and urban development  ...  Unlike the few existing reports on voluntary bottom-up crowdsourcing initiatives for regional development, the focus of the present article is on two cases of top-down initiatives of crowdsourcing for  ...  The platform's software architecture represents a mass-customised version of the architecture designed and used by the Atizo AG -Switzerland's leading crowdsourcing service provider -for Atizo's own crowdsourcing  ... 
doi:10.1504/ijesb.2013.056890 fatcat:b5ddubgbevcjnkekqz4trwa2eu

Real-Time Urban Weather Observations for Urban Air Mobility

Kevin A. Adkins, Mustafa Akbas, Marc Compere
2020 International Journal of Aviation, Aeronautics, and Aerospace  
This section presents a four-layer architecture (Figure 1 ) similar to the architectural layers for mobile crowdsensing systems by Capponi et al. (2019) .  ...  Crowdsourcing for Weather Crowdsourced Weather Data The idea of crowdsourcing was first introduced by Howe, who defined it as, "the act of taking a job traditionally performed by a designated agent (usually  ... 
doi:10.15394/ijaaa.2020.1540 fatcat:4uaalugmu5h7rndfyh2e42mkue
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