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Refined UNet V2: End-to-End Patch-Wise Network for Noise-Free Cloud and Shadow Segmentation

Libin Jiao, Lianzhi Huo, Changmiao Hu, Ping Tang
<span title="2020-10-28">2020</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/kay2tsbijbawliu45dnhvyvgsq" style="color: black;">Remote Sensing</a> </i> &nbsp;
In this paper, we propose the end-to-end Refined UNet v2 to achieve joint prediction and refinement of cloud and shadow segmentation, which is capable of visually neutralizing redundant segmentation pixels  ...  Experiments and results demonstrate that our v2 is quantitatively comparable to Refined UNet, but can visually outperform that from the noise-free segmentation perspective.  ...  Conclusions In this paper, we present an experimental prototype of an end-to-end pixel-level classifier for cloud and shadow noise-free patch-wise segmentation, which concatenates the UNet for cloud and  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/rs12213530">doi:10.3390/rs12213530</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ezjdwoxmnfah5dqqttsh4bum3m">fatcat:ezjdwoxmnfah5dqqttsh4bum3m</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201213215718/https://res.mdpi.com/d_attachment/remotesensing/remotesensing-12-03530/article_deploy/remotesensing-12-03530-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/92/5d/925dfcda94d53db580c2f7348bfd626dd6b76325.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/rs12213530"> <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>

Deep Learning-Based Semantic Segmentation of Urban Features in Satellite Images: A Review and Meta-Analysis

Bipul Neupane, Teerayut Horanont, Jagannath Aryal
<span title="2021-02-23">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;
semantic segmentation.  ...  This shift demands a structured analysis and revision of the current status on the research domain of deep learning-based semantic segmentation.  ...  Salt-and-pepper noise: To minimize the noises produced by pixel-based semantic segmentation, Guo et al.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/rs13040808">doi:10.3390/rs13040808</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/uoqzo3dojfclddnfhamnjgrztm">fatcat:uoqzo3dojfclddnfhamnjgrztm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210302110449/https://res.mdpi.com/d_attachment/remotesensing/remotesensing-13-00808/article_deploy/remotesensing-13-00808.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/9c/79/9c799374bcfaa656f9e6444ba5cab5fa45b883c9.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/rs13040808"> <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>

Deep learning applications in pulmonary medical imaging: recent updates and insights on COVID-19

Hanan Farhat, George E. Sakr, Rima Kilany
<span title="2020-07-28">2020</span> <i title="Springer Science and Business Media LLC"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/lvjqpr55r5fcfpfbeu7qp2jwgm" style="color: black;">Machine Vision and Applications</a> </i> &nbsp;
Yet, coronavirus can be the real trigger to open the route for fast integration of DL in hospitals and medical centers.  ...  It covers more than 160 contributions and surveys in this field, all issued between February 2017 and May 2020 inclusively, highlighting various deep learning tasks such as classification, segmentation  ...  [118] , which is an end-to-end 3d DCNN incorporating two design tricks: decouples feature maps for nodule detection and false-positive reduction and segmentation refinement subnet for increasing nodule  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s00138-020-01101-5">doi:10.1007/s00138-020-01101-5</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/32834523">pmid:32834523</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC7386599/">pmcid:PMC7386599</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/tkkylrptc5hkpoj52hjs3kuttu">fatcat:tkkylrptc5hkpoj52hjs3kuttu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201108122655/https://link.springer.com/content/pdf/10.1007/s00138-020-01101-5.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/ee/81/ee81993b345879d90dc7a9066cabfd10d74f7449.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s00138-020-01101-5"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7386599" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Practices and Applications of Convolutional Neural Network-Based Computer Vision Systems in Animal Farming: A Review

Guoming Li, Yanbo Huang, Zhiqian Chen, Gary D. Chesser, Joseph L. Purswell, John Linhoss, Yang Zhao
<span title="2021-02-21">2021</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/taedaf6aozg7vitz5dpgkojane" style="color: black;">Sensors</a> </i> &nbsp;
, object detection, semantic/instance segmentation, pose estimation, and tracking.  ...  Convolutional neural network (CNN)-based computer vision systems have been increasingly applied in animal farming to improve animal management, but current knowledge, practices, limitations, and solutions  ...  The funders had no role in the design of the study; in the collection, analyses, or interpretation of data; in the writing of the manuscript, or in the decision to publish the results.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s21041492">doi:10.3390/s21041492</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/33670030">pmid:33670030</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC7926480/">pmcid:PMC7926480</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/n7x4ffxxrrc6zkgk3fzltv34ai">fatcat:n7x4ffxxrrc6zkgk3fzltv34ai</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210717143356/https://res.mdpi.com/d_attachment/sensors/sensors-21-01492/article_deploy/sensors-21-01492-v3.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/5f/40/5f40686bd093728e0ddcb267039572d6eeb12457.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s21041492"> <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> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7926480" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Learning Neural Textual Representations for Citation Recommendation

Binh Thanh Kieu, Inigo Jauregi Unanue, Son Bao Pham, Hieu Xuan Phan, Massimo Piccardi
<span title="2021-01-10">2021</span> <i title="IEEE"> 2020 25th International Conference on Pattern Recognition (ICPR) </i> &nbsp;
Medical Image Classification DAY 4 -Jan 15, 2021 Soft Label and Discriminant Embedding Estimation for Semi-Planar 3D Transfer Learning for End to End Unimodal MRI Unbalanced Data Segmentation DAY 4 -Jan  ...  ; Skocaj, Danijel 1532 End-To-End Training of a Two-Stage Neural Network for Defect Detection GAP: Quantifying the Generative Adversarial Set and Class Feature Applicability of Deep Neural Networks Deep  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/icpr48806.2021.9412725">doi:10.1109/icpr48806.2021.9412725</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3vge2tpd2zf7jcv5btcixnaikm">fatcat:3vge2tpd2zf7jcv5btcixnaikm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210717011531/https://opus.lib.uts.edu.au/bitstream/10453/147247/4/icpr-2020-conference-program-final.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/c6/ae/c6ae1be81aac323ae2502c86b31c786b9b2567dd.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/icpr48806.2021.9412725"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Verification based annotation for visual recognition [article]

Oliver Batchelor, University Of Canterbury
<span title="2019-12-10">2019</span>
Applying deep learning and Convolutional Neural Network (CNN)s to new domains usually implies a data collection and annotation problem.  ...  I propose methods for high-resolution object detection, which can improve accuracy and improve the speed of learning and study how noise and systematic bias degrade performance.  ...  Acknowledgments I would like to thank my supervisor Professor Richard Green for his endless enthusiasm, and many fruitful discussions. Thanks to mum, dad  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.26021/2854">doi:10.26021/2854</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/wltn62o3cvhi5chfhyrjtw44eu">fatcat:wltn62o3cvhi5chfhyrjtw44eu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200916124740/https://ir.canterbury.ac.nz/bitstream/handle/10092/17774/Batchelor,%20Oliver_Final%20PhD%20Thesis.pdf;jsessionid=E6A36C620C896E27A8C4006CD1BE1431?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/78/ab/78abbabb4d9d8fb865638ffcd30fc2baa93a358b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.26021/2854"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Adversarial content manipulation for analyzing and improving model robustness [article]

Rakshith Ramesh Shetty, Universität Des Saarlandes
<span title="2021-10-20">2021</span>
Using these methods, we measure and improve the robustness of various computer vision systems -specifically image classification, segmentation, object detection and visual question answering systems -to  ...  For example, we adversarially manipulate the appearance of an object in the image to fool an object detector, guided by the gradients of the detector.  ...  Tobias Ritschel and Dr. Paul Swoboda for taking the time to review my thesis and for the interesting discussion during the defense.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.22028/d291-34651">doi:10.22028/d291-34651</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/cs4qvol4j5epdnafwhktvnyffe">fatcat:cs4qvol4j5epdnafwhktvnyffe</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20211026051305/https://publikationen.sulb.uni-saarland.de/bitstream/20.500.11880/31874/1/thesis.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/2c/ba/2cba5b6d0763ec4bee95c8bf845ce53786601467.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.22028/d291-34651"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>