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Kriging Interpolation Filter to Reduce High Density Salt and Pepper Noise [article]

Firas Ajil Jassim
<span title="2013-02-06">2013</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
The utilization of Kriging interpolation filter proves that it is very impressive to suppress high noise density.  ...  This paper proposes a novel Salt & Pepper noise suppression by developing a Kriging Interpolation Filter (KIF) for image denoising.  ...  of Kriging interpolation to suppress Salt & Pepper noise for image restoration.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1302.1300v1">arXiv:1302.1300v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/oeylhfnslbaopnpquuexqputnm">fatcat:oeylhfnslbaopnpquuexqputnm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20191023000627/https://arxiv.org/pdf/1302.1300v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/e3/af/e3afd2e48026ac16f3b244f39fc2317fe5cc89cd.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1302.1300v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

A new effective denoising filter for high density impulse noise reduction

IMAN ELAWADY, CANER ÖZCAN
<span title="2022-01-01">2022</span> <i title="The Scientific and Technological Research Council of Turkey (TUBITAK-ULAKBIM) - DIGITAL COMMONS JOURNALS"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ewkcv4t6w5f2pc7j2w426gox7a" style="color: black;">Turkish Journal of Electrical Engineering and Computer Sciences</a> </i> &nbsp;
In this paper, we propose an effective denoising filter that can restore the image effectively in terms of quality and speed with less complexity for high density noise level.  ...  Salt and pepper noise, a common impulse noise, is one of the most well-known types of noise in digital images. This noise negatively affects the detailed analysis of the image.  ...  Ismail Rakip Karas for his support and encouragement.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.55730/1300-0632.3855">doi:10.55730/1300-0632.3855</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/5gi7kjtuifbjbdwi2ubznxcb3y">fatcat:5gi7kjtuifbjbdwi2ubznxcb3y</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220609073539/https://journals.tubitak.gov.tr/cgi/viewcontent.cgi?article=3855&amp;context=elektrik" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/07/59/075914657bc9f8103e4e0489ddfca9ea3cec6d95.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.55730/1300-0632.3855"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

Context-based prediction filtering of impulse noise images

Arpad Gellert, Remus Brad
<span title="2016-06-01">2016</span> <i title="Institution of Engineering and Technology (IET)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/dscocsarvbb5boe7eixzypaetu" style="color: black;">IET Image Processing</a> </i> &nbsp;
The paper presents a new image denoising method for impulse noise in grayscale images using a context-based prediction scheme.  ...  Since it is a context-based technique, it preserves the details in the filtered images better than other methods.  ...  Acknowledgments We express our gratitude to Jeno-Sorin Gyorfi for providing his useful and competent help in evaluating all the denoising methods used for comparisons with our CBPF.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1049/iet-ipr.2015.0702">doi:10.1049/iet-ipr.2015.0702</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/yddcr5zt3vfhpmxjpi2tinhcpa">fatcat:yddcr5zt3vfhpmxjpi2tinhcpa</a> </span>
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Adaptive Switching Interpolation Filter for Restoring Impulse Corrupted Digital Images

Justin Varghese, Saudia Subash, Sridhar K P, Balaji N V, Ashok Kumar G
<span title="2020-05-14">2020</span> <i title="Institution of Engineering and Technology (IET)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/dscocsarvbb5boe7eixzypaetu" style="color: black;">IET Image Processing</a> </i> &nbsp;
The study introduces an adaptive switching interpolation filter (ASIF) for restoring images contaminated with salt & pepper impulse noise.  ...  The new interpolation scheme is designed based on the percentage of the overlapping area and the distance between the sites created by noisy pixels with the sites of uncorrupted pixels in the Voronoi tessellation  ...  Conclusions The study introduced an ASIF for restoring images contaminated with salt and pepper impulse noise.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1049/iet-ipr.2019.1445">doi:10.1049/iet-ipr.2019.1445</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xn2th2czh5e55obqwx6tm4y5h4">fatcat:xn2th2czh5e55obqwx6tm4y5h4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210716191631/https://ietresearch.onlinelibrary.wiley.com/doi/pdfdirect/10.1049/iet-ipr.2019.1445" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/8d/4e/8d4eaaa6058912670e0f48f76aeb3a3faa62a6ef.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1049/iet-ipr.2019.1445"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

Salt and Pepper Noise Removal Method Based on a Detail-Aware Filter

Hu Liang, Na Li, Shengrong Zhao
<span title="2021-03-21">2021</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/nzoj5rayr5hutlurimhzyjlory" style="color: black;">Symmetry</a> </i> &nbsp;
The median-type filter is an effective technique to remove salt and pepper (SAP) noise; however, such a mechanism cannot always effectively remove noise and preserve details due to the local diversity  ...  In this paper, a two-step SAP removal method was proposed based on the analysis of the median-type filter errors.  ...  ., and S.Z.; Methodology, H.L. and S.Z.; Writing-original draft, H.L.; Writing-review & editing, H.L., N.L., and S.Z. All authors have read and agreed to the published version of the manuscript.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/sym13030515">doi:10.3390/sym13030515</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xeu3dyubi5guhpwmzvmwz7jdp4">fatcat:xeu3dyubi5guhpwmzvmwz7jdp4</a> </span>
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A two-stage filter for removing salt-and-pepper noise using noise detector based on characteristic difference parameter and adaptive directional mean filter

Hongjin Ma, Yufeng Nie
<span title="2018-10-26">2018</span> <i title="Public Library of Science"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/s3gm7274mfe6fcs7e3jterqlri" style="color: black;">PLoS ONE</a> </i> &nbsp;
In this paper, a two-stage filter for removing salt-and-pepper noise using noise detector based on characteristic difference parameter and adaptive directional mean filter is proposed.  ...  Experimental results show that the proposed filter outperforms many existing main filters in terms of noise suppression and detail preservation.  ...  Acknowledgments This work is supported by National Natural Science Foundation of China (No.11471262). Author Contributions Methodology: Hongjin Ma, Yufeng Nie. Software: Hongjin Ma.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1371/journal.pone.0205736">doi:10.1371/journal.pone.0205736</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/30365501">pmid:30365501</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC6203255/">pmcid:PMC6203255</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/sp5echlmq5hfplhfomkb5e5bne">fatcat:sp5echlmq5hfplhfomkb5e5bne</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190505212945/https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0205736&amp;type=printable" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/06/fe/06feb0c1cd142fa743504071cb9a63fc78cd9eee.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1371/journal.pone.0205736"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> plos.org </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6203255" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Extraction of Broad-Leaved Tree Crown Based on UAV Visible Images and OBIA-RF Model: A Case Study for Chinese Olive Trees

Kaile Yang, Houxi Zhang, Fan Wang, Riwen Lai
<span title="2022-05-20">2022</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/kay2tsbijbawliu45dnhvyvgsq" style="color: black;">Remote Sensing</a> </i> &nbsp;
Therefore, the combination of OBIA and RF algorithms is a good solution for Chinese olive tree crown (COTC) extraction based on UAV visible band images.  ...  In comparison with the pixel-based (PB) classification method, the object-based image analysis (OBIA) method can extract features of each element of RS images, which has certain advantages.  ...  It can be seen from the figure that the size of the target COTC obviously exceeded the actual range, and there was a lot of salt-and-pepper noise.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/rs14102469">doi:10.3390/rs14102469</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/uwny4u3pxjgejn43vemkrhpuxa">fatcat:uwny4u3pxjgejn43vemkrhpuxa</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220524063756/https://mdpi-res.com/d_attachment/remotesensing/remotesensing-14-02469/article_deploy/remotesensing-14-02469-v2.pdf?version=1653296928" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/1f/60/1f608acd56f1f1f0b4b7ae9797d8d339f6e87c35.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/rs14102469"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

Spatial Downscaling of Land Surface Temperature over Heterogeneous Regions Using Random Forest Regression Considering Spatial Features

Kai Tang, Hongchun Zhu, Ping Ni
<span title="2021-09-12">2021</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/kay2tsbijbawliu45dnhvyvgsq" style="color: black;">Remote Sensing</a> </i> &nbsp;
Acquiring LST images with high spatial and temporal resolutions is currently difficult because of the technical restriction of satellite thermal infrared sensors.  ...  Moreover, the shortcoming of only focusing on information from point-to-point in previous statistics-based downscaling methods was supplemented by adding the spatial feature of LST.  ...  Acknowledgments: We thank the following institutions for their kind assistance with this research: National Aeronautics and Space Administration for providing the Landsat 8 and SRTM data and Tsinghua University  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/rs13183645">doi:10.3390/rs13183645</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/hfa6hihkzbdmjjq467m5ndobse">fatcat:hfa6hihkzbdmjjq467m5ndobse</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210917041339/https://mdpi-res.com/d_attachment/remotesensing/remotesensing-13-03645/article_deploy/remotesensing-13-03645-v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/4d/f8/4df8da4021e7931e629f58a068bd1b7e8fc329b0.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/rs13183645"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

Machine Learning of Spatial Data

Behnam Nikparvar, Jean-Claude Thill
<span title="2021-09-12">2021</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/fw2uac7a5jggbfgqwh2wqy7yxu" style="color: black;">ISPRS International Journal of Geo-Information</a> </i> &nbsp;
in the learning algorithm itself.  ...  In the first, the properties of spatial data are developed in the spatial observation matrix without amending the substance of the learning algorithm; in the other, spatial data properties are handled  ...  One of the frequently occurring issues in image classification using decision trees is salt and pepper noise.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/ijgi10090600">doi:10.3390/ijgi10090600</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/fqvu4og76newree6pakfqgdbia">fatcat:fqvu4og76newree6pakfqgdbia</a> </span>
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Mapping the possible occurrence of archaeological sites by Bayesian inference

P.A. Finke, E. Meylemans, J. Van de Wauw
<span title="">2008</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ovv6urhm5ra2bnfd366upvzyza" style="color: black;">Journal of Archaeological Science</a> </i> &nbsp;
These variants offer amongst others conclusions about terrain symmetry and curvature (without "salt and pepper").  ...  The proposed clustering algorithm is based on nonparametric density estimate, where a cluster is defined as a region surrounding a local maximum of the probability density function, and does not require  ...  As with any type of modelling, the dictum is 'garbage in = garbage out' and hopefully the converse 'quality in = quality out'.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.jas.2008.05.004">doi:10.1016/j.jas.2008.05.004</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4zjqmj4d45e2zf5s3bbdtzeovm">fatcat:4zjqmj4d45e2zf5s3bbdtzeovm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170922021001/https://biblio.ugent.be/publication/376480/file/460189.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/95/39/9539140f1e546dc1f491d727778c20198baf0a1c.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.jas.2008.05.004"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

Getting Around the Black Box: Teaching (Geophysical) Data Processing through GIS

Kenneth Kvamme
<span title="">2018</span> <i title="Ubiquity Press, Ltd."> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ob4yscikfbaajgymlsqv6jpv64" style="color: black;">Journal of Computer Applications in Archaeology</a> </i> &nbsp;
network interpolations (using the INTERPOL, Kriging and Simulation, and TIN modules, respectively).  ...  Low-pass filters Low-pass filters are "averaging" or smoothing filters that tend to consolidate anomalous features in an image and reduce noise, "passing" low (spatial) frequency image elements to the  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5334/jcaa.14">doi:10.5334/jcaa.14</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/orqedlfe4re47ej3ktfqtm6cyy">fatcat:orqedlfe4re47ej3ktfqtm6cyy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200210110820/https://journal.caa-international.org/articles/10.5334/jcaa.14/galley/7/download/" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ae/c8/aec8f9b05f3e7bf3e7048ba01675d616f512a356.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5334/jcaa.14"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

Geospatial Information Processing Technologies [chapter]

Zhenlong Li, Zhipeng Gui, Barbara Hofer, Yan Li, Simon Scheider, Shashi Shekhar
<span title="2019-11-20">2019</span> <i title="Springer Singapore"> Manual of Digital Earth </i> &nbsp;
The increasing availability of geospatial data offers great opportunities for advancing scientific discovery and practices in society.  ...  The fundamental concepts, principles, and key techniques of the three technologies are elaborated in detail, followed by examples of applications and research directions in the context of Digital Earth  ...  Ignoring spatial autocorrelation often results in salt-and-pepper noise, i.e., locations whose predicted land-cover class is very different from the predicted land-cover classes of its neighboring locations  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-981-32-9915-3_6">doi:10.1007/978-981-32-9915-3_6</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mpkjqn6orzciziaaxkbntenheu">fatcat:mpkjqn6orzciziaaxkbntenheu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200311101249/https://link.springer.com/content/pdf/10.1007%2F978-981-32-9915-3_6.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/29/4e/294e82d43cb346a758122302ad8ada3810ec4431.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-981-32-9915-3_6"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Dealing with spatial autocorrelation when learning predictive clustering trees

Daniela Stojanova, Michelangelo Ceci, Annalisa Appice, Donato Malerba, Sašo Džeroski
<span title="">2013</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/mslwmbqigfhqfbjfgl4nfp76mi" style="color: black;">Ecological Informatics</a> </i> &nbsp;
The method is based on the concept of predictive clustering trees (PCTs), according to which hierarchies of clusters of similar data are identified and a predictive model is associated to each cluster.  ...  The consideration of the autocorrelation in the models improves predictions that are consistently clustered in space and that clusters try to preserve the spatial arrangement of the data, at the same time  ...  and the PRIN 2009 project "Learning Techniques in Relational Domains and Their Applications" funded by the Italian Ministry of University and Research (MIUR).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.ecoinf.2012.10.006">doi:10.1016/j.ecoinf.2012.10.006</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/q42q26wup5ev7kza4f2ihbcxtm">fatcat:q42q26wup5ev7kza4f2ihbcxtm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170809024048/http://kt.ijs.si/daniela_stojanova/wikipage/lib/exe/fetch.php?media=ecoinformaticssclus.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/f8/84/f8845480902f74c528560a579b7b2db9d0e93779.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.ecoinf.2012.10.006"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

Active Learning: New Approaches, and Industrial Applications

Jens Röder
<span title="">2013</span>
The proposed strategy is then implemented and evaluated based on kernel density classification.  ...  Moreover, an outlier detection scheme based on random forests is derived that is used by the proposed active learning algorithm.  ...  As posterior class probabilities of adjacent patches are correlated, more robust estimates can be obtained if salt and pepper noise structures are removed from the probability maps in a first step.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.11588/heidok.00014379">doi:10.11588/heidok.00014379</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/44igkvje6jfwjcq7zw62y27t5q">fatcat:44igkvje6jfwjcq7zw62y27t5q</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20130202175518/http://archiv.ub.uni-heidelberg.de/volltextserver/14379/1/Dissertation_JensRoeder.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/c5/d9/c5d9f1269ecad5045fced6c581dc7d87662af5c8.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.11588/heidok.00014379"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Multiscale, image-based interpretation of well logs acquired in a complex, deepwater carbonate reservoir [article]

Rodolfo Araujo Victor
<span title="">2017</span>
to the worlds of well logging and digital rock physics and mainly for being an endless source of encouragement for me to develop my career and tackle increasingly difficult topics in these worlds; Rodrigo  ...  environment created by our friendship and mutual support for overcoming the vicissitudes of life in grad school.  ...  As the UBI noise is observed to be mainly formed by sparse peaks known as "salt and pepper" noise, the despeckle filter [154] , which is a 3 × 3 median filter, seems to be suitable for noise attenuation  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.15781/t2xp6vk50">doi:10.15781/t2xp6vk50</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/byzgfipf2fhs5gqc5riuw42phy">fatcat:byzgfipf2fhs5gqc5riuw42phy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220126082558/https://repositories.lib.utexas.edu/bitstream/handle/2152/62228/VICTOR-DISSERTATION-2017.pdf;jsessionid=071A65EA9244D973D106494B6EB57A17?sequence=1" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/b9/53/b953692fa0cd88833393612a7093979cde33bccd.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.15781/t2xp6vk50"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>
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