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	题名	作者	年代	出处	被引量
1	Repurposing a deep learning network to filter and classify volunteered photographs for land cover and land use characterization显示文摘This paper extends recent research into the usefulness of volunteered photos for land cover extraction,and investigates whether this usefulness can be automatically assessed by an easily accessible,off-the-shelf neural network pre-trained on a variety of scene characteristics.Geotagged photographs are sometimes presented to volunteers as part of a game which requires them to extract relevant facts about land use.The challenge is to select the most relevant photographs in order to most efficiently extract the useful information while maintaining the engagement and interests of volunteers.By repurposing an existing network which had been trained on an extensive library of potentially relevant features,we can quickly carry out initial assessments of the general value of this approach,pick out especially salient features,and identify focus areas for future neural network training and development.We compare two approaches to extract land cover information from the network:a simple post hoc weighting approach accessible to non-technical audiences and a more complex decision tree approach that involves training on domain-specific features of interest.Both approaches had reasonable success in characterizing human influence within a scene when identifying the land use types(as classified by Urban Atlas)present within a buffer around the photograph’s location.This work identifies important limitations and opportunities for using volunteered photographs as follows:(1)the false precision of a photograph’s location is less useful for identifying on-the-spot land cover than the information it can give on neighbouring combinations of land cover;(2)groundacquired photographs,interpreted by a neural network,can supplement plan view imagery by identifying features which will never be discernible from above;(3)when dealing with contexts where there are very few exemplars of particular classes,an independent a posteriori weighting of existing scene attributes and categories can buffer against over-specificity.	Lukasz Tracewski Lucy Bastin Cidalia C.Fonte	2017	Geo-Spatial Information Science2017，20，3：	2
2	Diffusion tensor MR imaging Of high-grade cerebral gliomas显示文摘	Sinha S Bastin ME Whittle IR	2002	AJNR2002，23，4：	1
3	Diffusion tensor MR imaging of high - grade cerebral gliomas 显示文摘	Sinha S Bastin ME Whittle IR	2002	AJNR2002，23，4：	1
4	,Chiral ferrocenyl amino alcohols for enantioselective additions of diethylzinc to aldehydes显示文摘	Stephanie Bastin Mihaela Ginj	2003	Tetrahedron: Asymmetry2003，14，：	1
5	Diffusion tensor MR imaging of high - grade Cerebral gliomas显示文摘	Sinka S Bastin ME Whittle IR	2002	Am J Neuroradiol2002，23，4：	1
6	Hybrid modeling of biotechnological processes using neural networks 显示文摘	CHEN L BERNARD O BASTIN G	2000	Control En- gineering Practice2000，8，7：	1
7	Adaptive eontrol of nonlinear systems with nonlinear parameterization 显示文摘	Karsenti L Lamnabhi-Lagarrigue F Bastin G	1996	System and Control Letters1996，27，6：	1
8	Functional characterization of HLA-F and binding of HLA-F tetramers to ILT2 and ILT4 receptors显示文摘	Lepin EJ Bastin JM Allan DS	2000	Eur J Immunol2000，30，12：	1
9	Diffusion Tensor MR Imaging of High -grade Cerebral Gliomas显示文摘	Sinha S Bastin ME Whittle IR	2002	AJNR2002，23，4：	1
10	Interaction of Elongation Factor 1 with Aminoaeylated Brome Mosaic Virus and tRNA's显示文摘	Hall T C	1976	Jour-nal of Virology1976，20，1：	1
11	Diffusion tensor MR imaging of high-grade cerebral gliomas显示文摘	Sinha S Bastin ME Whittle IR	2002	AJNR2002，23，4：	1
12	Preliminary results of prolonged target controlled infusion of sufentanil adjusted to an effort pain score after cardiac surgery显示文摘	Bastin R Barvais L Melot C	2005	Acta Anaesthesiol Belg2005，56，1：	1
13	Is diffusion imaging appearance an independent predictor of outcome after ischemic stroke显示文摘	Wardlaw JM Keir SL Bastin ME etal	2002	Neurolo- gy2002，59，9：	1
14	Range assessment and mo- nitoring in arid lands: the use of classification and ordination in range survey显示文摘	Foran B D Bastin G Shaw K A	1986	Journal of Environmental Management1986，22，1：	1
15	Structural properties and classification of kinematic and dynamic models of wheeled mobile robots显示文摘	Campion G Bastin G D'Andrea N B		0，，01：	1
16	Role of ultrasound in the as- sessment of nodular thyroid disease 显示文摘	Bastin S Bolland MJ Croxson MS	2009	J Med Imaging Radiat Oncol2009，53，2：	1
17	Brain white matter tract integrity as a neural foundation for general intelligence 显示文摘	Penke L Mauiega S Bastin ME	2012	Molecular Psychiatry2012，17，10：	1
18	Role of ultrasound in the assessment of nodular thyroid disease显示文摘	Bastin S Bolland MJ Croxson MS	2009	Med Imaging Radiat Oncol2009，53，2：	1
19	Diffusion tensor MR imaging of high-grade cerebral gliomas显示文摘	Sinha S Bastin ME Whittle IR	2002	AJNR2002，23，4：	1
20	Control of nonholonomic wheeled mobile robots by state feedback linearization显示文摘	D Andrea-Novel B Campion G Bastin G	1995	Int J of Robotics Research1995，14，6：	1

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