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3 <p><input type="text" id="bibsearch" spellcheck="false" autocomplete="off" class="search bibsearch-form-input" placeholder="Type to filter"></p> <div class="publications"> <h2 class="bibliography">2025</h2> <ol class="bibliography"> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE MGRS</abbr> </div> <div id="ClaudioDFC25Report" class="col-sm-8"> <div class="title">Report on the 2025 IEEE GRSS Data Fusion Contest: All-Weather Land Cover and Building Damage Mapping [Technical Committees]</div> <div class="author"> Claudio Persello, <em>Ujjwal Verma</em>, Saurabh Prasad, and <span class="more-authors" title="click to view 8 more authors" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '8 more authors' ? 'Gemine Vivone, Hongruixuan Chen, Junshi Xia, Jian Song, Clifford Broni-Bediako, Olivier Dietrich, Konrad Schindler, Naoto Yokoya' : '8 more authors'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">8 more authors</span> </div> <div class="periodical"> <em>IEEE Geoscience and Remote Sensing Magazine</em>, 2025 </div> <div class="periodical"> </div> <div class="links"> <a href="https://doi.org/10.1109/MGRS.2025.3609887" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">DOI</a> <a href="https://ieeexplore.ieee.org/document/11303000" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/DFC25Report.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">WACV 2025</abbr> </div> <div id="rathore2025hipyrnet" class="col-sm-8"> <div class="title">HipyrNet: Hypernet-Guided Feature Pyramid network for mixed-exposure correction</div> <div class="author"> Shaurya Rathore, Aravind Shenoy, Krish Didwania, and <span class="more-authors" title="click to view 2 more authors" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '2 more authors' ? 'Aditya Kasliwal, Ujjwal Verma' : '2 more authors'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">2 more authors</span> </div> <div class="periodical"> <em>In Proceedings of the Winter Conference on Applications of Computer Vision</em>, 2025 </div> <div class="periodical"> </div> <div class="links"> <a href="https://openaccess.thecvf.com/content/WACV2025W/ImageQuality/html/Rathore_HipyrNet_Hypernet-Guided_Feature_Pyramid_network_for_mixed-exposure_correction_WACVW_2025_paper.html" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/Rathore_HipyrNet_Hypernet-Guided_Feature_Pyramid_network_for_mixed-exposure_correction_WACVW_2025_paper.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE OJITS</abbr> </div> <div id="holla2025vehicle" class="col-sm-8"> <div class="title">Vehicle Re-Identification and Tracking: Algorithmic Approach, Challenges and Future Directions</div> <div class="author"> Ashutosh Holla, Manohara Pai MM, <em>Ujjwal Verma</em>, and <span class="more-authors" title="click to view 1 more author" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '1 more author' ? 'Radhika M Pai' : '1 more author'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">1 more author</span> </div> <div class="periodical"> <em>IEEE Open Journal of Intelligent Transportation Systems</em>, 2025 </div> <div class="periodical"> </div> <div class="links"> <a href="https://ieeexplore.ieee.org/abstract/document/10870125/" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/AshutoshOJTS2025.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> </div> <div id="rao2025robust" class="col-sm-8"> <div class="title">Robust Fault Detection System for Batteries in Renewable Energy Storage Systems</div> <div class="author"> Chinmay Murlidhar Kadnur Rao, Yuvika Chaudhary, Nirbhay Singhal, and <span class="more-authors" title="click to view 1 more author" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '1 more author' ? 'Ujjwal Verma' : '1 more author'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">1 more author</span> </div> <div class="periodical"> <em>In 2025 9th International Conference on Green Energy and Applications (ICGEA)</em>, 2025 </div> <div class="periodical"> </div> <div class="links"> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE GRSM</abbr> </div> <div id="ullo2025computer" class="col-sm-8"> <div class="title">Computer Vision for Earth Observation: The Third IEEE GRSS Image Analysis and Data Fusion School</div> <div class="author"> Silvia Ullo, Gemine Vivone, Gülşen Taşkin, and <span class="more-authors" title="click to view 4 more authors" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '4 more authors' ? 'Ronny Hänsch, Ujjwal Verma, Dalton Lunga, Claudio Persello' : '4 more authors'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">4 more authors</span> </div> <div class="periodical"> <em>IEEE Geoscience and Remote Sensing Magazine (GRSM)</em>, 2025 </div> <div class="periodical"> </div> <div class="links"> <a href="https://ieeexplore.ieee.org/document/11142546" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/Computer_Vision_for_Earth_Observation_The_Third_IEEE_GRSS_Image_Analysis_and_Data_Fusion_School.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">Scientific Reports</abbr> </div> <div id="girisha2025contextual" class="col-sm-8"> <div class="title">Contextual information based anomaly detection for multi-scene aerial videos</div> <div class="author"> S Girisha, <em>Ujjwal Verma</em>, Manohara MM Pai, and <span class="more-authors" title="click to view 1 more author" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '1 more author' ? 'Radhika M Pai' : '1 more author'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">1 more author</span> </div> <div class="periodical"> <em>Scientific Reports</em>, 2025 </div> <div class="periodical"> </div> <div class="links"> <a href="https://www.nature.com/articles/s41598-025-07486-5" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/GirishaSrep2025.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE GRSM</abbr> </div> <div id="persello20252025" class="col-sm-8"> <div class="title">2025 IEEE GRSS Data Fusion Contest: All-Weather Land Cover and Building Damage Mapping</div> <div class="author"> Claudio Persello, Saurabh Prasad, <em>Ujjwal Verma</em>, and <span class="more-authors" title="click to view 8 more authors" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '8 more authors' ? 'Gemine Vivone, Hongruixuan Chen, Junshi Xia, Jian Song, Clifford Broni-Bediako, Olivier Dietric
3h, Konrad Schindler, others' : '8 more authors'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">8 more authors</span> </div> <div class="periodical"> <em>IEEE Geoscience and Remote Sensing Magazine</em>, 2025 </div> <div class="periodical"> </div> <div class="links"> <a href="https://ieeexplore.ieee.org/abstract/document/11142517/" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/2025_IEEE_GRSS_Data_Fusion_Contest_All-Weather_Land_Cover_and_Building_Damage_Mapping.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">ICCV 2025</abbr> </div> <div id="gakhar2025fourier" class="col-sm-8"> <div class="title">Fourier Domain Adaptation for Traffic Light Detection in Adverse Weather</div> <div class="author"> Ishaan Gakhar, Aryaman Gupta, Aryesh Guha, and <span class="more-authors" title="click to view 2 more authors" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '2 more authors' ? 'Amit Agarwal, Ujjwal Verma' : '2 more authors'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">2 more authors</span> </div> <div class="periodical"> <em>In Proceedings of the IEEE/CVF International Conference on Computer Vision</em>, 2025 </div> <div class="periodical"> </div> <div class="links"> <a href="https://openaccess.thecvf.com/content/ICCV2025W/2COOOL/html/Gakhar_Fourier_Domain_Adaptation_for_Traffic_Light_Detection_in_Adverse_Weather_ICCVW_2025_paper.html" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/Gakhar_FDA_ICCVW2025.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> </ol> <h2 class="bibliography">2024</h2> <ol class="bibliography"> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE GRSM</abbr> </div> <div id="ullo2024computer" class="col-sm-8"> <div class="title">Computer Vision for Earth Observation: The Second GRSS Image Analysis and Data Fusion School [Technical Committees]</div> <div class="author"> Silvia Liberata Ullo, Gemine Vivone, Gülşen Taşkın, and <span class="more-authors" title="click to view 2 more authors" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '2 more authors' ? 'Ronny Hänsch, Ujjwal Verma' : '2 more authors'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">2 more authors</span> </div> <div class="periodical"> <em>IEEE Geoscience and Remote Sensing Magazine</em>, 2024 </div> <div class="periodical"> </div> <div class="links"> <a href="https://ieeexplore.ieee.org/abstract/document/10461637/" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/IADFSchool2024.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">Neurocomputing</abbr> </div> <div id="holla2024msfft" class="col-sm-8"> <div class="title">MSFFT: Multi-Scale Feature Fusion Transformer for cross platform vehicle re-identification</div> <div class="author"> Ashutosh Holla, Manohara Pai MM, <em>Ujjwal Verma</em>, and <span class="more-authors" title="click to view 1 more author" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '1 more author' ? 'Radhika M Pai' : '1 more author'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">1 more author</span> </div> <div class="periodical"> <em>Neurocomputing</em>, 2024 </div> <div class="periodical"> </div> <div class="links"> <a href="https://www.sciencedirect.com/science/article/pii/S0925231224002856" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/AshutoshNeuro2024.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE IGARSS</abbr> </div> <div id="verma2024towards" class="col-sm-8"> <div class="title">Towards Interpretable Machine Learning Metrics For Earth Observation Image Analysis</div> <div class="author"> <em>Ujjwal Verma</em>, Dalton Lunga, and Abhishek Potnis </div> <div class="periodical"> <em>In IGARSS 2024-2024 IEEE International Geoscience and Remote Sensing Symposium</em>, 2024 </div> <div class="periodical"> </div> <div class="links"> <a href="https://ieeexplore.ieee.org/abstract/document/10640512/" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE GRSM</abbr> </div> <div id="sreevalsan2024ingarss" class="col-sm-8"> <div class="title">InGARSS 2023 in Bangalore: Striking a Balance [Conference Reports]</div> <div class="author"> Jaya Sreevalsan-Nair, Amruth Kiran, Avik Bhattacharya, and <span class="more-authors" title="click to view 5 more authors" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '5 more authors' ? 'BS Daya Sagar, KN Gurudatta, Ujjwal Verma, Saroj K Meher, Lanka Karthikeyan' : '5 more authors'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">5 more authors</span> </div> <div class="periodical"> <em>IEEE Geoscience and Remote Sensing Magazine</em>, 2024 </div> <div class="periodical"> </div> <div class="links"> <a href="https://ieeexplore.ieee.org/document/10685182" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/InGARSS_2023_in_Bangalore_Striking_a_Balance_Conference_Reports.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE GRSL</abbr> </div> <div id="verma2024recent" class="col-sm-8"> <div class="title">Recent advances in machine learning for remote sensing toward the sustainable development goals</div> <div class="author"> <em>Ujjwal Verma</em>, Dalton Lunga, Ronny Hänsch, and <span class="more-authors" title="click to view 2 more authors" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '2 more authors' ? 'Claudio Persello, Silvia Liberata Ullo' : '2 more authors'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">2 more authors</span> </div> <div class="periodical"> <em>IEEE Geoscience and Remote Sensing Letters</em>, 2024 </div> <div class="periodical"> </div> <div class="links"> <a href="https://ieeexplore.ieee.org/document/10710332" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/Ujjwal_SDG_GRSL2024.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> </ol> <h2 class="bibliography">2023</h2> <ol class="bibliography"> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE Access</abbr> </div> <div id="shreesha2023fish" class="col-sm-8"> <div class="title">Fish tracking and continual behavioral pattern clustering using novel Sillago Sihama Vid (SSVid)</div> <div class="author"> S Shreesha, MM Manohara Pai, <em>Ujjwal Verma</em>, and <span class="more-authors" title="click to view 1 more author" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '1 more author' ? 'Radhika M Pai' : '1 more author'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">1 more author</span> </div> <div class="periodical"> <em>IEEE Access</em>, 2023 </div> <div class="periodical"> </div> <div class="links"> <a href="https://ieeexplore.ieee.org/abstract/document/10049422/" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/ShreeshaAccess2023.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE Access</abbr> </div> <div id="holla2023enhanced" class="col-sm-8"> <div class="title">Enhanced vehicle re-identification for smart city applications using zone specific surveillance</div> <div class="author"> B Ashutosh Holla, MM Manohara Pai, <em>Ujjwal Verma</em>, and <span class="more-authors" title="click to view 1 more author" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '1 more author' ? 'Radhika M Pai' : '1 more author'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">1 more author</span> </div> <div class="periodical"> <em>IEEE Access</em>, 2023 </div> <div class="periodical"> </div> <div class="links"> <a href="https://ieeexplore.ieee.org/abstract/document/10064305/" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/AshutoshAccess2023.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">Neurocomputing</abbr> </div>
3 <div id="puthumanaillam2023texture" class="col-sm-8"> <div class="title">Texture based prototypical network for few-shot semantic segmentation of forest cover: Generalizing for different geographical regions</div> <div class="author"> Gokul Puthumanaillam and <em>Ujjwal Verma</em> </div> <div class="periodical"> <em>Neurocomputing</em>, 2023 </div> <div class="periodical"> </div> <div class="links"> <a href="https://www.sciencedirect.com/science/article/pii/S0925231223003119" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/GokulNeuroComp2023.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE GRSM</abbr> </div> <div id="vivone2023computer" class="col-sm-8"> <div class="title">Computer Vision for Earth Observation—The First IEEE GRSS Image Analysis and Data Fusion School [Technical Committees]</div> <div class="author"> Gemine Vivone, Dalton Lunga, Francescopaolo Sica, and <span class="more-authors" title="click to view 3 more authors" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '3 more authors' ? 'Gülşen Taşkin, Ujjwal Verma, Ronny Hänsch' : '3 more authors'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">3 more authors</span> </div> <div class="periodical"> <em>IEEE Geoscience and Remote Sensing Magazine</em>, 2023 </div> <div class="periodical"> </div> <div class="links"> <a href="https://ieeexplore.ieee.org/document/10180121" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/CV4EO_GRSM2023.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE GRSM</abbr> </div> <div id="lunga2023analysis" class="col-sm-8"> <div class="title">Analysis-ready data and FAIR-AI—Standardization of research collaboration and transparency across Earth-observation communities [technical committees]</div> <div class="author"> Dalton Lunga, Silvia Ullo, <em>Ujjwal Verma</em>, and <span class="more-authors" title="click to view 3 more authors" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '3 more authors' ? 'George Percivall, Fabio Pacifici, Ronny Hänsch' : '3 more authors'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">3 more authors</span> </div> <div class="periodical"> <em>IEEE Geoscience and Remote Sensing Magazine</em>, 2023 </div> <div class="periodical"> </div> <div class="links"> <a href="https://ieeexplore.ieee.org/abstract/document/10180089/" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/ARD_GRSM_2023.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE GRSM</abbr> </div> <div id="schmitt2023there" class="col-sm-8"> <div class="title">There are no data like more data: Datasets for deep learning in earth observation</div> <div class="author"> Michael Schmitt, Seyed Ali Ahmadi, Yonghao Xu, and <span class="more-authors" title="click to view 4 more authors" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '4 more authors' ? 'Gülşen Taşkin, Ujjwal Verma, Francescopaolo Sica, Ronny Hänsch' : '4 more authors'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">4 more authors</span> </div> <div class="periodical"> <em>IEEE Geoscience and Remote Sensing Magazine</em>, 2023 </div> <div class="periodical"> </div> <div class="links"> <a href="https://ieeexplore.ieee.org/abstract/document/10213439/" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/2023_EODatasetGRSM_compressed.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">Ecological Informatics</abbr> </div> <div id="shreesha2023pattern" class="col-sm-8"> <div class="title">Pattern detection and prediction using deep learning for intelligent decision support to identify fish behaviour in aquaculture</div> <div class="author"> S Shreesha, Manohara MM Pai, Radhika M Pai, and <span class="more-authors" title="click to view 1 more author" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '1 more author' ? 'Ujjwal Verma' : '1 more author'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">1 more author</span> </div> <div class="periodical"> <em>Ecological Informatics</em>, 2023 </div> <div class="periodical"> </div> <div class="links"> <a href="https://www.sciencedirect.com/science/article/pii/S1574954
3123003163" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/ShreeshaEcoInfo2023.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE IGARSS</abbr> </div> <div id="verma2023improved" class="col-sm-8"> <div class="title">Improved semantic segmentation for identification of flooded regions in UAV aerial images: a transformer-based approach</div> <div class="author"> <em>Ujjwal Verma</em> and Gokul Puthumanaillam </div> <div class="periodical"> <em>In IGARSS 2023-2023 IEEE International Geoscience and Remote Sensing Symposium</em>, 2023 </div> <div class="periodical"> </div> <div class="links"> <a href="https://ieeexplore.ieee.org/abstract/document/10283035/" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE IGARSS</abbr> </div> <div id="lunga2023ard" class="col-sm-8"> <div class="title">ARD, FAIR Earth Observation Principles, Data Fusion: Where are we and where do we need to go?</div> <div class="author"> Dalton Lunga, Ronny Hänsch, <em>Ujjwal Verma</em>, and <span class="more-authors" title="click to view 3 more authors" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '3 more authors' ? 'Fabio Pacifici, George Percivall, Silvia Liberata Ullo' : '3 more authors'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">3 more authors</span> </div> <div class="periodical"> <em>In IGARSS 2023-2023 IEEE International Geoscience and Remote Sensing Symposium</em>, 2023 </div> <div class="periodical"> </div> <div class="links"> <a href="https://ieeexplore.ieee.org/abstract/document/10281577/" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> </div> </div> </div> </li> </ol> <h2 class="bibliography">2022</h2> <ol class="bibliography"> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE CONECCT</abbr> </div> <div id="ravishankar2022martinet" class="col-sm-8"> <div class="title">MartiNet: An Efficient Approach For River Segmentation In SAR Images</div> <div class="author"> Tejas Ravishankar, Trisha Celine Anil, <em>Ujjwal Verma</em>, and <span class="more-authors" title="click to view 2 more authors" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '2 more authors' ? 'Manohara MM Pai, Radhika Pai' : '2 more authors'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">2 more authors</span> </div> <div class="periodical"> <em>In 2022 IEEE International Conference on Electronics, Computing and Communication Technologies (CONECCT)</em>, 2022 </div> <div class="periodical"> </div> <div class="links"> <a href="https://ieeexplore.ieee.org/abstract/document/9865830/" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE IGARSS</abbr> </div> <div id="verma2022recent" class="col-sm-8"> <div class="title">Recent trends and challenges in analysis of uav aerial images for post-disaster scene understanding</div> <div class="author"> <em>Ujjwal Verma</em> </div> <div class="periodical"> <em>In IGARSS 2022-2022 IEEE International Geoscience and Remote Sensing Symposium</em>, 2022 </div> <div class="periodical"> </div> <div class="links"> <a href="https://ieeexplore.ieee.org/abstract/document/9883265/" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE IGARSS</abbr> </div> <div id="verma2022comparison" class="col-sm-8"> <div class="title">Comparison of Texture Classifiers with Deep Learning Methods for Flooded Region Identification in UAV Aerial Images</div> <div class="author"> <em>Ujjwal Verma</em> and Arsh Tangri </div> <div class="periodical"> <em>In IGARSS 2022-2022 IEEE International Geoscience and Remote Sensing Symposium</em>, 2022 </div> <div class="periodical"> </div> <div class="links"> <a href="https://ieeexplore.ieee.org/abstract/document/9884718/" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE IGARSS</abbr> </div>
3 <div id="lenka2022texture" class="col-sm-8"> <div class="title">Texture aware unsupervised segmentation for assessment of flood severity in uav aerial images</div> <div class="author"> Sushant Lenka, Bhavam Vidyarthi, Neil Sequeira, and <span class="more-authors" title="click to view 1 more author" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '1 more author' ? 'Ujjwal Verma' : '1 more author'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">1 more author</span> </div> <div class="periodical"> <em>In IGARSS 2022-2022 IEEE International Geoscience and Remote Sensing Symposium</em>, 2022 </div> <div class="periodical"> </div> <div class="links"> <a href="https://ieeexplore.ieee.org/abstract/document/9883678/" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">CONECCT 2022</abbr> </div> <div id="AshutoshConnect2022" class="col-sm-8"> <div class="title">Enhanced Vehicle Re-identification for ITS: A Feature Fusion approach using Deep Learning</div> <div class="author"> Ashutosh Holla B, Manohara Pai M. M, <em>Ujjwal Verma</em>, and <span class="more-authors" title="click to view 1 more author" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '1 more author' ? 'Radhika M. Pai' : '1 more author'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">1 more author</span> </div> <div class="periodical"> <em>In 2022 IEEE International Conference on Electronics, Computing and Communication Technologies (CONECCT)</em>, 2022 </div> <div class="periodical"> </div> <div class="links"> <a href="https://doi.org/10.1109/CONECCT55679.2022.9865740" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">DOI</a> <a href="https://ieeexplore.ieee.org/document/9865740" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> </div> </div> </div> </li> </ol> <h2 class="bibliography">2021</h2> <ol class="bibliography"> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">BDL-NeurIPS 2021</abbr> </div> <div id="lakaraevaluating" class="col-sm-8"> <div class="title">Evaluating Predictive Uncertainty and Robustness to Distributional Shift Using Real World Data</div> <div class="author"> Kumud Lakara, Akshat Bhandari, Pratinav Seth, and <span class="more-authors" title="click to view 1 more author" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '1 more author' ? 'Ujjwal Verma' : '1 more author'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">1 more author</span> </div> <div class="periodical"> <em></em> 2021 </div> <div class="periodical"> </div> <div class="links"> <a class="abstract btn btn-sm z-depth-0" role="button">Abs</a> <a href="http://bayesiandeeplearning.org/2021/papers/17.pdf" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/Kumud_NeurIPS2021.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> <div class="abstract hidden"> <p>Most machine learning models operate under the assumption that the training, testing and deployment data is independent and identically distributed (i.i.d.). This assumption does not generally hold true in a natural setting. Usually, the deployment data is subject to various types of distributional shifts. The magnitude of a model’s performance is proportional to this shift in the distribution of the dataset. Thus it becomes necessary to evaluate a model’s uncertainty and robustness to distributional shifts to get a realistic estimate of its expected performance on real-world data. Present methods to evaluate uncertainty and model’s robustness are lacking and often fail to paint the full picture. Moreover, most analysis so far has primarily focused on classification tasks. In this paper, we propose more insightful metrics for general regression tasks using the Shifts Weather Prediction Dataset. We also present an evaluation of the baseline methods using these metrics</p> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">NAACL - SMM4H</abbr> </div> <div id="BERT-SMMH4H" class="col-sm-8"> <div class="title">BERT based Transformers lead the way in Extraction of Health Information from Social Media</div> <div class="author"> Sidharth Ramesh, Abhiraj Tiwari, Parthivi Choubey, and <span class="more-authors" title="click to view 5 more authors" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '5 more authors' ? 'Saisha Kashyap, Sahil Khose, Kumud Lakara, Nishesh Singh, Ujjwal Verma' : '5 more authors'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">5 more authors</span> </div> <div class="periodical"> <em>In Proceedings of the Sixth Social Media Mining for Health (#SMM4H) Workshop and Shared Task</em>, Jun 2021 </div> <div class="periodical"> </div> <div class="links"> <a href="https://doi.org/10.18653/v1/2021.smm4h-1.5" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">DOI</a> <a href="https://aclanthology.org/2021.smm4h-1.5/" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/Sidharth_NAACL-2021.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE TENCON 2021</abbr> </div> <div id="BhavamTENCON2021" class="col-sm-8"> <div class="title">Enhancement of PSNR based Anomaly Detection in Surveillance Videos using Penalty Modules</div> <div class="author"> Bhavam Vidyarthi, Neil Sequeira, Sushant Lenka, and <span class="more-authors" title="click to view 1 more author" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '1 more author' ? 'Ujjwal Verma' : '1 more author'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">1 more author</span> </div> <div class="periodical"> <em>In TENCON 2021 - 2021 IEEE Region 10 Conference (TENCON)</em>, Jun 2021 </div> <div class="periodical"> </div> <div class="links"> <a href="https://doi.org/10.1109/TENCON54134.2021.9707336" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">DOI</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE TENCON 2021</abbr> </div> <div id="AshutoshTENCON2021" class="col-sm-8"> <div class="title">Vehicle Re-identification in Smart City Transportation using Hybrid Surveillance Systems</div> <div class="author"> B Ashutosh Holla, M.M. Manohara Pai, <em>Ujjwal Verma</em>, and <span class="more-authors" title="click to view 1 more author" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '1 more author' ? 'Radhika M. Pai' : '1 more author'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">1 more author</span> </div> <div class="periodical"> <em>In TENCON 2021 - 2021 IEEE Region 10 Conference (TENCON)</em>, Jun 2021 </div> <div class="periodical"> </div> <div class="links"> <a href="https://doi.org/10.1109/TENCON54134.2021.9707382" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">DOI</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE TENCON 2021</abbr> </div> <div id="GirishaTENCON2021" class="col-sm-8"> <div class="title">Anomaly Detection Using Classification CNN Models: A Video Analytic Approach</div> <div class="author"> Girisha S, Manohara Pai, <em>Ujjwal Verma</em>, and <span class="more-authors" title="click to view 2 more authors" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '2 more authors' ? 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Pai, Shreesha S' : '2 more authors'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">2 more authors</span> </div> <div class="periodical"> <em>In TENCON 2021 - 2021 IEEE Region 10 Conference (TENCON)</em>, Jun 2021 </div> <div class="periodical"> </div> <div class="links"> <a href="https://doi.org/10.1109/TENCON54134.2021.9707202" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">DOI</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE TENCON 2021</abbr> </div> <div id="AnanyaTENCON2021" class="col-sm-8"> <div class="title">Flood Magnitude Assessment from UAV Aerial Videos Based on Image Segmentation and Similarity</div> <div class="author"> Ananya Sharma and <em>Ujjwal Verma</em> </div> <div class="periodical"> <em>In TENCON 2021 - 2021 IEEE Region 10 Conference (TENCON)</em>, Jun 2021 </div> <div class="periodical"> </div> <div class="links"> <a href="https://doi.org/10.1109/TENCON54134.2021.9707250" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">DOI</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE TENCON 2021</abbr> </div> <div id="ShreeshaTENCON2021" class="col-sm-8"> <div class="title">Behavioural Pattern Analysis of Fishes for Smart Aquaculture: An Object Centric Approach</div> <div class="author"> Shreesha S, Manohara Pai M. M, <em>Ujjwal Verma</em>, and <span class="more-authors" title="click to view 2 more authors" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '2 more authors' ? 'Radhika M. Pai, Girisha S' : '2 more authors'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">2 more authors</span> </div> <div class="periodical"> <em>In TENCON 2021 - 2021 IEEE Region 10 Conference (TENCON)</em>, Jun 2021 </div> <div class="periodical"> </div> <div class="links"> <a href="https://doi.org/10.1109/TENCON54134.2021.9707293" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">DOI</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE MysuruCon 2021</abbr> </div> <div id="PranoyMysuru2021" class="col-sm-8"> <div class="title">Exploring Techniques for Photo-realistic Image Generation from 3D Models - A Deep Learning Approach</div> <div class="author"> Pranoy Ghosh, Krithika M Pai, Manohara Pai M M, and <span class="more-authors" title="click to view 4 more authors" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '4 more authors' ? 'Ujjwal Verma, Frederic Rivet, Abhishek Roul, V Venugopal' : '4 more authors'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">4 more authors</span> </div> <div class="periodical"> <em>In 2021 IEEE Mysore Sub Section International Conference (MysuruCon)</em>, Jun 2021 </div> <div class="periodical"> </div> <div class="links"> <a href="https://doi.org/10.1109/MysuruCon52639.2021.9641645" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">DOI</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE CONNECT 2021</abbr> </div> <div id="ShreeshaCONNECT2021" class="col-sm-8"> <div class="title">LSTM-Based Prediction of Water Quality Parameters System in Backwaters</div> <div class="author"> Shreesha S, Manohara Pai M M, Radhika M Pai, and <span class="more-authors" title="click to view 1 more author" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '1 more author' ? 'Ujjwal Verma' : '1 more author'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">1 more author</span> </div> <div class="periodical"> <em>In 2021 IEEE International Conference on Electronics, Computing and Communication Technologies (CONECCT)</em>, Jun 2021 </div> <div class="periodical"> </div> <div class="links"> <a href="https://doi.org/10.1109/CONECCT52877.2021.9622543" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">DOI</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE MASCON 2021</abbr> </div> <div id="GirishaMASCON2021" class="col-sm-8"> <div class="title">Semantic Segmentation with Enhanced Temporal Smoothness Using CRF in Aerial Videos</div> <div class="author"> S Girisha, Manohara M.M Pai, <em>Ujjwal Verma</em>, and <span class="more-authors" title="click to view 1 more author" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '1 more author' ? 'Radhika M. Pai' : '1 more author'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">1 more author</span> </div> <div class="periodical"> <em>In 2021 IEEE Madras Section Conference (MASCON)</em>, Jun 2021 </div> <div class="periodical"> </div> <div class="links"> <a href="https://doi.org/10.1109/MASCON51689.2021.9563599" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">DOI</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">CAGEO</abbr> </div> <div id="Arjun-CAGEO21" class="col-sm-8"> <div class="title">DeepRivWidth : Deep learning based semantic segmentation approach for river identification and width measurement in SAR images of Coastal Karnataka</div> <div class="author"> <em>Ujjwal Verma</em>, Arjun Chauhan, Manohara Pai M.M., and <span class="more-authors" title="click to view 1 more author" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '1 more author' ? 'Radhika Pai' : '1 more author'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">1 more author</span> </div> <div class="periodical"> <em>Computers &amp; Geosciences</em>, Jun 2021 </div> <div class="periodical"> </div> <div class="links"> <a href="https://doi.org/https://doi.org/10.1016/j.cageo.2021.104805" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank"
3>DOI</a> <a href="https://www.sciencedirect.com/science/article/pii/S0098300421001059" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/DeepRivWidth-Ujjwal2021.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE JSTARS</abbr> </div> <div id="verma2020uvid" class="col-sm-8"> <div class="title">UVid-Net: Enhanced Semantic Segmentation of UAV Aerial Videos by Embedding Temporal Information</div> <div class="author"> S Girisha<sup>*</sup>, <em>Ujjwal Verma<sup>*</sup></em>, Manohara Pai Pai, and <span class="more-authors" title="click to view 1 more author" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '1 more author' ? 'Radhika Pai' : '1 more author'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">1 more author</span> </div> <div class="periodical"> <em>IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing</em>, Jun 2021 </div> <div class="periodical"> </div> <div class="links"> <a class="abstract btn btn-sm z-depth-0" role="button">Abs</a> <a href="https://ieeexplore.ieee.org/document/9392319" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/UVidNet-JSTARS-2021.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> <div class="abstract hidden"> <p>Semantic segmentation of aerial videos has been extensively used for decision making in monitoring environmental changes, urban planning, and disaster management. The reliability of these decision support systems is dependent on the accuracy of the video semantic segmentation algorithms. The existing CNN based video semantic segmentation methods have enhanced the image semantic segmentation methods by incorporating an additional module such as LSTM or optical flow for computing temporal dynamics of the video which is a computational overhead. The proposed research work modifies the CNN architecture by incorporating temporal information to improve the efficiency of video semantic segmentation. In this work, an enhanced encoder-decoder based CNN architecture (UVid-Net) is proposed for UAV video semantic segmentation. The encoder of the proposed architecture embeds temporal information for temporally consistent labelling. The decoder is enhanced by introducing the feature-refiner module, which aids in accurate localization of the class labels. The proposed UVid-Net architecture for UAV video semantic segmentation is quantitatively evaluated on extended ManipalUAVid dataset. The performance metric mIoU of 0.79 has been observed which is significantly greater than the other state-of-the-art algorithms. Further, the proposed work produced promising results even for the pre-trained model of UVid-Net on urban street scene with fine tuning the final layer on UAV aerial videos.</p> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE Access</abbr> </div> <div id="shorewala2021weed" class="col-sm-8"> <div class="title">Weed Density and Distribution Estimation for Precision Agriculture Using Semi-Supervised Learning</div> <div class="author"> Shantam Shorewala, Armaan Ashfaque <sup>*</sup>, R Sidharth <sup>*</sup>, and <span class="more-authors" title="click to view 1 more author" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '1 more author' ? 'Ujjwal Verma' : '1 more author'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">1 more author</span> </div> <div class="periodical"> <em>IEEE Access</em>, Jun 2021 </div> <div class="periodical"> </div> <div class="links"> <a href="/assets/pdf/Shantam_Access-2021.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> </ol> <h2 class="bibliography">2020</h2> <ol class="bibliography"> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">RSC Adv.</abbr> </div> <div id="prabhu2020thread" class="col-sm-8"> <div class="title">Thread integrated smart-phone imaging facilitates early turning point colorimetric assay for microbes</div> <div class="author"> Anusha Prabhu, Giri Nandagopal, Prakash Peralam Yegneswaran, and <span class="more-authors" title="click to view 3 more authors" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '3 more authors' ? 'Vijendra Prabhu, Ujjwal Verma, Naresh Kumar Mani' : '3 more authors'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">3 more authors</span> </div> <div class="periodical"> <em>RSC Advances</em>, Jun 2020 </div> <div class="periodical"> </div> <div class="links"> <a href="https://pubs.rsc.org/en/content/articlehtml/2020/ra/d0ra05190j" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/Anusha-2020.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> </div> <div id="pai2020improved" class="col-sm-8"> <div class="title">Improved Semantic Segmentation of Water Bodies and Land in SAR Images Using Generative Adversarial Networks</div> <div class="author"> Manohara Pai, Vaibhav Mehrotra, <em>Ujjwal Verma</em>, and <span class="more-authors" title="click to view 1 more author" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '1 more author' ? 'Radhika Pai' : '1 more author'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">1 more author</span> </div> <div class="periodical"> <em>International Journal of Semantic Computing</em>, Jun 2020 </div> <div class="periodical"> </div> <div class="links"> <a class="abstract btn btn-sm z-depth-0" role="button">Abs</a> <a href="https://www.worldscientific.com/doi/abs/10.1142/S1793351X20400036" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/Vaibhav-IJSC_2020.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> <div class="abstract hidden"> <p>
3The availability of computationally efficient and powerful Deep Learning frameworks and high-resolution satellite imagery has created new approach for developing complex applications in the field of remote sensing. The easy access to abundant image data repository made available by different satellites of space agencies such as Copernicus, Landsat, etc. has opened various avenues of research in monitoring the world’s oceans, land, rivers, etc. The challenging research problem in this direction is the accurate identification and subsequent segmentation of surface water in images in the microwave spectrum. In the recent years, deep learning methods for semantic segmentation are the preferred choice given its high accuracy and ease of use. One major bottleneck in semantic segmentation pipelines is the manual annotation of data. This paper proposes Generative Adversarial Networks (GANs) on the training data (images and their corresponding labels) to create an enhanced dataset on which the networks can be trained, therefore, reducing human effort of manual labeling. Further, the research also proposes the use of deep-learning approaches such as U-Net and FCN-8 to perform an efficient segmentation of auto annotated, enhanced data of water body and land. The experimental results show that the U-Net model without GAN achieves superior performance on SAR images with pixel accuracy of 0.98 and F1 score of 0.9923. However, when augmented with GANs, the results saw a rise in these metrics with PA of 0.99 and F1 score of 0.9954.</p> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> </div> <div id="shreesha2020computer" class="col-sm-8"> <div class="title">Computer Vision Based Fish Tracking And Behaviour Detection System</div> <div class="author"> S Shreesha, Manohara Pai, <em>Ujjwal Verma</em>, and <span class="more-authors" title="click to view 1 more author" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '1 more author' ? 'Radhika Pai' : '1 more author'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">1 more author</span> </div> <div class="periodical"> <em>In 2020 IEEE International Conference on Distributed Computing, VLSI, Electrical Circuits and Robotics (DISCOVER)</em>, Jun 2020 </div> <div class="periodical"> </div> <div class="links"> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> </div> <div id="holla2020efficient" class="col-sm-8"> <div class="title">Efficient Vehicle Counting by Eliminating Identical Vehicles in UAV aerial videos</div> <div class="author"> Ashutosh Holla, Manohara Pai, <em>Ujjwal Verma</em>, and <span class="more-authors" title="click to view 1 more author" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '1 more author' ? 'Radhika Pai' : '1 more author'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">1 more author</span> </div> <div class="periodical"> <em>In 2020 IEEE International Conference on Distributed Computing, VLSI, Electrical Circuits and Robotics (DISCOVER)</em>, Jun 2020 </div> <div class="periodical"> </div> <div class="links"> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> </div> <div id="girisha2020semantic" class="col-sm-8"> <div class="title">Semantic Segmentation of UAV Videos based on Temporal Smoothness in Conditional Random Fields (BEST PAPER AWARD)</div> <div class="author"> S. Girisha, Manohara Pai, <em>Ujjwal Verma</em>, and <span class="more-authors" title="click to view 1 more author" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '1 more author' ? 'Radhika Pai' : '1 more author'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">1 more author</span> </div> <div class="periodical"> <em>In 2020 IEEE International Conference on Distributed Computing, 
3VLSI, Electrical Circuits and Robotics (DISCOVER)</em>, Jun 2020 </div> <div class="periodical"> </div> <div class="links"> </div> </div> </div> </li> </ol> <h2 class="bibliography">2019</h2> <ol class="bibliography"> <li> <div class="row"> <div class="col col-sm-2 abbr"> </div> <div id="pai2019automatic" class="col-sm-8"> <div class="title">Automatic segmentation of river and land in sar images: A deep learning approach</div> <div class="author"> Manohara Pai, Vaibhav Mehrotra, Shreyas Aiyar, and <span class="more-authors" title="click to view 2 more authors" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '2 more authors' ? 'Ujjwal Verma, Radhika Pai' : '2 more authors'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">2 more authors</span> </div> <div class="periodical"> <em>In 2019 IEEE Second International Conference on Artificial Intelligence and Knowledge Engineering (AIKE)</em>, Jun 2019 </div> <div class="periodical"> </div> <div class="links"> <a class="abstract btn btn-sm z-depth-0" role="button">Abs</a> <a href="https://ieeexplore.ieee.org/abstract/document/8791719" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/AIKE-Vaibhav-2019.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> <div class="abstract hidden"> <p>The ubiquitousness of satellite imagery and powerful, computationally efficient Deep Learning frameworks have found profound use in the field of remote sensing. Augmented with easy access to abundant image data made available by different satellites such as LANDSAT and European Space Agency’s Copernicus missions, deep learning has opened various avenues of research in monitoring the world’s oceans, land, rivers, etc. One significant problem in this direction is the accurate identification and subsequent segmentation of surface-water in images in the microwave spectrum. Typically, standard image processing tools are used to segment the images which are time-inefficient. However, in recent years, deep learning methods for semantic segmentation is the preferred choice given its high accuracy and ease of use. This paper proposes the use of deep-learning approaches such as U-Net to perform an efficient segmentation of river and land. Experimental results show that our approach achieves vastly superior performance on SAR images with pixel accuracy of 0.98 and F1 score of 0.99.</p> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> </div> <div id="girisha2019semantic" class="col-sm-8"> <div class="title">Semantic segmentation of UAV aerial videos using convolutional neural networks</div> <div class="author"> S. Girisha, Manohara Pai, <em>Ujjwal Verma</em>, and <span class="more-authors" title="click to view 1 more author" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '1 more author' ? 'Radhika Pai' : '1 more author'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">1 more author</span> </div> <div class="periodical"> <em>In 2019 IEEE Second International Conference on Artificial Intelligence and Knowledge Engineering (AIKE)</em>, Jun 2019 </div> <div class="periodical"> </div> <div class="links"> <a class="abstract btn btn-sm z-depth-0" role="button">Abs</a> <a href="https://ieeexplore.ieee.org/document/8791701" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/AIKE-Girish-2019.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> <div class="abstract hidden"> <p>Semantic segmentation of complex aerial videos enables a better understanding of scene and context. This enhances the performance of automated video processing techniques like anomaly detection, object detection, event detection and other applications. But, there is a limited study of semantic segmentation in aerial videos due to non-availability of the relevant dataset. To address this, an aerial video dataset is captured using DJI Phantom 3 professional drone and is annotated manually. In addition, the proposed research work investigates the performance of semantic segmentation algorithms for aerial videos implemented using Fully Convolution Networks (FCN) and U-net architectures. In this study, two classes (greenery, road) are considered for semantic segmentation. It is observed that both architectures perform competitively on the aerial videos of Unmanned Aerial Vehicle (UAV) with a pixel accuracy of 89.7% and 87.31% respectively.</p> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">IEEE Access</abbr> </div> <div id="girisha2019performance" class="col-sm-8"> <div class="title">Performance Analysis of Semantic Segmentation Algorithms for Finely Annotated New UAV Aerial Video Dataset (M
3anipalUAVid)</div> <div class="author"> S Girisha, Manohara Pai, <em>Ujjwal Verma</em>, and <span class="more-authors" title="click to view 1 more author" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '1 more author' ? 'Radhika Pai' : '1 more author'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">1 more author</span> </div> <div class="periodical"> <em>IEEE Access</em>, Jun 2019 </div> <div class="periodical"> </div> <div class="links"> <a class="abstract btn btn-sm z-depth-0" role="button">Abs</a> <a href="https://ieeexplore.ieee.org/document/8835008" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/IEEE_Access_GirishPgNb.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> <div class="abstract hidden"> <p>Semantic segmentation of videos helps in scene understanding, thereby assisting in other automated video processing techniques like anomaly detection, object detection, event detection, etc. However, there has been limited study on semantic segmentation of videos acquired using Unmanned Aerial Vehicles (UAV), primarily due to the absence of standard dataset. In this paper, a new UAV aerial video dataset (ManipalUAVid) for semantic segmentation is presented. The videos have been acquired in a closed university campus, and fine annotation is provided for four background classes viz. constructions, greeneries, roads, and waterbodies. Also, the performance of four semantic segmentation approaches: Conditional Random Field (CRF), U-Net, Fully Convolutional Network (FCN) and DeepLabV3+ are analysed on ManipalUAVid dataset. It is seen that these algorithms perform competitively on UAV aerial video dataset and achieves an mIoU of 0.86, 0.86, 0.86 and 0.83 respectively</p> </div> </div> </div> </li> </ol> <h2 class="bibliography">2015</h2> <ol class="bibliography"> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">EURASIP JIVP</abbr> </div> <div id="verma2015segmentation" class="col-sm-8"> <div class="title">Segmentation and size estimation of tomatoes from sequences of paired images</div> <div class="author"> <em>Ujjwal Verma</em>, Florence Rossant, and Isabelle Bloch </div> <div class="periodical"> <em>EURASIP Journal on Image and Video Processing</em>, Jun 2015 </div> <div class="periodical"> </div> <div class="links"> <a href="https://jivp-eurasipjournals.springeropen.com/articles/10.1186/s13640-015-0087-0" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/EURASIP_JIVP_Ujjwal.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> </div> <div id="verma2015segmentation2" class="col-sm-8"> <div class="title">Segmentation of tomatoes in open field images with shape and temporal constraints</div> <div class="author"> <em>Ujjwal Verma</em>, Florence Rossant, Isabelle Bloch, and <span class="more-authors" title="click to view 2 more authors" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '2 more authors' ? 'Julien Orensanz, Denis Boisgontier' : '2 more authors'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">2 more authors</span> </div> <div class="periodical"> <em>In Pattern Recognition Applications and Methods</em>, Jun 2015 </div> <div class="periodical"> </div> <div class="links"> <a href="https://link.springer.com/chapter/10.1007/978-3-319-25530-9_11" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/LNCS-Ujjwal-15.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> </ol> <h2 class="bibliography">2014</h2> <ol class="bibliography"> <li> <div class="row"> <div class="col col-sm-2 abbr"> <abbr class="badge rounded w-100">ICPRAM</abbr> </div> <div id="boisgontier2014shape" class="col-sm-8"> <div class="title">Shape-based segmentation of tomatoes for agriculture monitoring</div> <div class="author"> <em>Ujjwal Verma</em>, Florence Rossant, Isabelle Bloch, and <span class="more-authors" title="click to view 2 more authors" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '2 more authors' ? 'Julien Orensanz, Denis Boisgontier' : '2 more authors'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">2 more authors</span> </div> <div class="periodical"> <em>In International Conference on Pattern Recognition Applications and Methods (ICPRAM)</em>, Jun 2014 </div> <div class="periodical"> </div> <div class="links"> <a href="https://www.scitepress.org/Papers/2014/48188/pdf/index.html" class="btn btn-sm z-depth-0" role="button" rel="external nofollow noopener" target="_blank">HTML</a> <a href="/assets/pdf/ICPRAM_2014_72_CR.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> <li> <div class="row"> <div class="col col-sm-2 abbr"> </div> <div id="verma2014tomato" class="col-sm-8"> <div class="title">Tomato development monitoring in an open field, using a two-camera acquisition system</div> <div class="author"> <em>Ujjwal Verma</em>, Florence Rossant, Isabelle Bloch, and <span class="more-authors" title="click to view 3 more authors" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '3 more authors' ? 'Julien Orensanz, Denis Boisgontier, Marthe Lagarrigue' : '3 more authors'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">3 more authors</span> </div> <div class="periodical"> <em>In 12th International Conference on Precision Agriculture</em>, Jun 2014 </div> <div class="periodical"> </div> <div class="links"> <a href="/assets/pdf/ICPA2014-Ujjwal.pdf" class="btn btn-sm z-depth-0" role="button">PDF</a> </div> </div> </div> </li> </ol> <h2 class="bibliography">2008</h2> <ol class="bibliography"><li> <div class="row"> <div class="col col-sm-2 abbr"> </div> <div id="bhooshan2008t" class="col-sm-8"> <div class="title">T-Law: A new suggestion for signal companding</div> <div class="author"> Sunil Bhooshan, Vinay Kumar, <em>Ujjwal Verma</em>, and <span class="more-authors" title="click to view 2 more authors" onclick=" var element=$(this); element.attr('title', ''); var more_authors_text=element.text() == '2 more authors' ? 'Hitesh Vatsyayan, Rohit Kumar' : '2 more authors'; var cursorPosition=0; var textAdder=setInterval(function(){ element.html(more_authors_text.substring(0, cursorPosition + 1)); if (++cursorPosition == more_authors_text.length){ clearInterval(textAdder); } }, '10'); ">2 more authors</span> </div> <div class="periodical"> <em>In 2008 Congress on Image and Signal Processing</em>, Jun 2008 </div> <div class="periodical"> </div> <div class="links"> </div> </div> </div> </li></ol> </div> </article> </div> </div> <footer class="fixed-bottom" role="contentinfo"> <div class="container mt-0">
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