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Murari.html
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<!DOCTYPE html>
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<li><a href="Research.html" ><b><font color=#003366>Research</font></b></a></li>
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<a class="profile-img" href="index.html"><img src="assets/images/murari_web_pic.jpg" alt="image"></a>
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<div class="col-sm-9">
<div class="about-info row">
<div class="col-sm-6 info-block wow fadeInRight">
<h3> <font color=#003366>Dr. Murari Mandal</font> </h3>
<h5><i>School of Computing</i></h5>
<h5><i>National University of Singapore (NUS)</i></h5>
<h5><font color=#003366>Address:</font> NCRiPT Lab, I4 Building #04-03<br>
3 Research Link, NUS Singapore, 117602</h5>
<h5><font color=#003366>E-mail:</font> murari@comp.nus.edu.sg , murarimandal.cv@gmail.com</h5>
<h5> <font color=#003366> Research Collaborators:</font> Prof. Mohan Kankanhalli, Prof. Jussi Keppo</h5>
<h4> <font color=#003366> <b>Personal Website:</b></font> <u><b><a href="https://murarimandal.github.io" target="_blank">https://murarimandal.github.io</a></u></b> </h4>
</div>
</div>
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</div>
<div class="section-title">
</div>
<h5>
<u><a href="#aboutme" >About Me</a></u>    
<u><a href="#education" >Education</a></u>    
<u><a href="#publications" >Publications</a></u>    
<u><a href="https://scholar.google.co.in/citations?user=U8AyzLIAAAAJ&hl=en"target="_blank" >Google Scholar</a></u>    
<u><a href="https://dblp.org/pid/175/8628.html"target="_blank" >DBLP</a></u>    
<u><a href="https://www.researchgate.net/profile/Murari_Mandal" target="_blank">Researchgate</a></u>    
<u><a href="https://github.com/murari023" target="_blank">Github</a></u>    
<u><a href="https://publons.com/researcher/3009309/murari-mandal/" target="_blank">Publons</a></u>    
<u><a href="https://linkedin.com/in/murari-mandal-4751a0bb" target="_blank">LinkedIn</a></u>
</h5>
<div class="section-title">
</div>
<h4><b>RESEARCH INTERESTS</b></h4>
<h5>
• Deep Learning     
• Data Valuation     
• Image and Video Analytics     
• Drone based Scene Analysis: Object Detection, Remote Sensing     
</h5>
<div class="section-title">
</div>
<h4><b>RECENT</b></h4>
<h4>2021</h4>
<h5>
2021: Awarded PhD Degree!</h5>
<h4>2020</h4>
<h5> November 2020: Paper accepted in IEEE Transactions on Image Processing (IF: 9.34)</h5>
<h5> October 2020: Paper accepted in IEEE Transactions on Intelligent Transportation System (IF: 6.319)</h5>
<h5><b> September 2020: Joined National University of Singapore as a Postdoctoral Researcher</b></h5>
<h5> August 2020: PhD Thesis Submitted!</h5>
<h5> July 2020: Paper accepted in ACM Multimedia (ACM MM-2020)</h5>
<h5> Served as a Reviewer for BMVC-2020 (Reviewed 4 papers)</h5>
<h5> Lecturer at CSE Department, IIIT Kota, Jan 2020-May 2020</h5>
<h4>2019</h4>
<h5> Served as a Reviewer for WACV-2020 (Reviewed 5 papers) </h5>
<h5> Invited Reviewer for IEEE Transactions on Image Processing (TIP), IEEE Transactions on Industrial Informatics (TII) and IEEE Transactions on Emerging Topics in Computational Intelligence (TETCI)</h5>
<h5>Oct 2019: Paper accepted in IEEE Signal Processing Letters (Journal, IF:3.2)</h5>
<h5>Sep 2019: Paper accepted in WACV 2020 </h5>
<h5>June 2019: Paper accepted in IEEE Geoscience and Remote Sensing Letters (Journal: IF:3.5)</h5>
<h5>May 2019: Paper accepted in CVPR Workshops (AI City Challenge) 2019. </h5>
<h5>April 2019: Paper accepted in 26th IEEE International Conference on Image Processing (ICIP) 2019 in Taipei, Taiwan.</h5>
<h5>February 2019: Paper accepted in IET Image Processing (Journal, IF:2.0)</h5>
<h5>January 2019: Poster accepted at NVIDIA GTC Conference, Silicon Valley, US.</h5>
<h4>2018</h4>
<h5>July 2018: Paper accepted in IET Computer Vision (Journal, IF:1.7)</h5>
<h5>April 2018: Paper accepted in 24th IEEE International Conference on Pattern Recognition (ICPR) 2018.</h5>
<div class="section-title">
</div>
<h4><b>SELECTED PROJECTS (Updated info @ <a href="https://murarimandal.github.io" target="_blank">https://murarimandal.github.io</a>)</b></h4>
<h4><b>MotionRec: Deep Unified Framework for Moving Object Recognition</b></h4>
<h5>
  <u><a href="https://scholar.google.co.in/citations?user=U8AyzLIAAAAJ&hl=en" target="_blank" >Paper</a></u>  
  <u><a target="_blank">PPT</a></u>  
</h5>
<a class="profile-img" href="index.html"><img src="assets/images/MotionRec_website_pic.png" width="100%" height="350" alt="image"></a>
</h5>
<h4><b>3DFR for Scene Independent Change Detectcion</b></h4>
<h5>
  <u><a href="https://ieeexplore.ieee.org/document/8894435/" target="_blank" >Paper</a></u>  
  <u><a target="_blank">PPT</a></u>  
</h5>
<a class="profile-img" href="index.html"><img src="assets/images/3DFR_website_pic2.png" width="100%" height="350" alt="image"></a>
</h5>
<h4><b>AutoSteer: 3D feature learning with deep heterogeneous priors for Autonomous Steering</b></h4>
<h5>
  <u><a href="https://youtu.be/jluxQ56a9mI" target="_blank" >Video</a></u>  
  <u><a target="_blank">PPT</a></u>  
</h5>
<a class="profile-img" href="index.html"><img src="assets/images/AutoSteer website_pic.png" width="100%" height="300" alt="image"></a>
</h5>
<h4><b>AVDNet: Vehicle Detection from Aerial View</b></h4>
<h5>
  <u><a href="https://arxiv.org/abs/1907.07477" target="_blank" >Paper</a></u>  
  <u><a "assets/publications/AVDNet IEEE GRSL.pdf" target="_blank" >PPT</a></u>  
</h5>
<a class="profile-img" href="index.html"><img src="assets/images/AVDNet_website_pic.png" width="100%" height="350" alt="image"></a>
</h5>
<h4><b>SSSDet: Lightweight Vehicle Detector for UAVs</b></h4>
<h5>
  <u><a href="https://arxiv.org/abs/1909.00292" target="_blank" >Paper</a></u>  
  <u><a href="assets/publications/SSSDet ICIP 2019.pdf" target="_blank" >PPT</a></u>  
</h5>
<a class="profile-img" href="index.html"><img src="assets/images/SSSDet website pic.png" width="100%" height="350" alt="image"></a>
</h5>
<h4><b>ANTIC: Change Detection in Videos</b></h4>
<h5>
  <u><a href="https://digital-library.theiet.org/content/journals/10.1049/iet-cvi.2018.5206" target="_blank" >Paper</a></u>  
  <u><a href="assets/publications/ANTIC IET Computer Vision.pdf" target="_blank" >PPT</a></u>  
<a class="profile-img" href="index.html"><img src="assets/images/ANTIC website_pic.png" width="100%" height="350" alt="image"></a>
</h5>
<h4><b>Change Detection in Dynamic Background Videos</b></h4>
<h5>
  <u><a href="https://ieeexplore.ieee.org/document/8545504" target="_blank" >Paper</a></u>  
  <u><a href="assets/publications/CANDID ICPR 2018.pdf" target="_blank" >PPT</a></u>  
<a class="profile-img" href="index.html"><img src="assets/images/CANDID website_pic.png" width="100%" height="350" alt="image"></a>
</h5>
<div class="section-title">
</div>
<h4 id="publications"><b>PUBLICATIONS (Updated list @ <a href="https://murarimandal.github.io" target="_blank">https://murarimandal.github.io</a>)</b></h4>
<h4><b>JOURNALS</b></h4>
<h5>
<b>1.</b>
<b>Murari Mandal</b>, Vansh Dhar, Abhishek Mishra, Santosh Kumar Vipparthi, Mohamed Abdel-Mottaleb, <a href="#" target="_blank">
“3DCD: A Scene Independent End-to-End Spatiotemporal Feature Learning Framework for Change Detection in Unseen Videos,” </a>
IEEE Transactions on Image Processing, 2020. <b>(IF: 9.34)</b>, <b><a href="assets/publications/3DCD.pdf" target="_blank" >PDF</a></b>
</h5>
<h5>
<b>2.</b>
<b>Murari Mandal</b>, Santosh Kumar Vipparthi,<a href="https://ieeexplore.ieee.org/document/9238403" target="_blank">"Scene Independency Matters: An Empirical Study of Scene Dependent and Scene
Independent Evaluation for CNN based Change Detection," </a> IEEE Transactions on Intelligent Transportation, 2020. <b>(IF: 6.319)</b>, <b><a href="assets/publications/ChangeDet.pdf" target="_blank" >PDF</a></b>
</h5>
<h5>
<b>3.</b>
<b>Murari Mandal</b>,Vansh Dhar, Abhishek Mishra, Santosh Kumar Vipparthi,<a href="https://ieeexplore.ieee.org/document/8894435" target="_blank"> “3DFR: A Swift 3D Feature Reductionist Framework for Scene
Independent Change Detection,” </a> IEEE Signal Processing Letters, vol. 26, no. 12, pp. 1882-1886, 2019. <b>(IF: 3.105)</b> </h5>
<h5>
<b>4.</b>
<b>Murari Mandal</b>,Manal Shah, Prashant Meena, Sanhita Devi, Santosh Kumar Vipparthi,<a href="https://arxiv.org/abs/1907.07477" target="_blank"> “AVDNet:
A Small-Sized Vehicle Detection Network for Aerial Visual Data,” </a> IEEE Geoscience and Remote Sensing Letters, vol. 17, no. 3, pp. 494-498, 2020
<b>(IF: 3.833)</b></h5>
<h5><b>5.</b>
<b>Murari Mandal</b>, Santosh Kumar Vipparthi, Mallika Chaudhary, Subramanian Murala, Anil Balaji Gonde, S. K. Nagar,
<a href="https://digital-library.theiet.org/content/journals/10.1049/iet-cvi.2018.5206"target="_blank">"ANTIC: ANTithetic
Isomeric Cluster Patterns for Medical Image Retrieval and Change Detection,"</a> IEEE/IET Computer Vision, vol. 13, no. 1, pp. 31-43, 2019.
<b>(IF: 1.516)</b></h5>
<h5><b>6.</b>
<b> Murari Mandal</b>, Monu Verma, Sonakshi Mathur, Santosh Vipparthi, Subrahmanyam Murala, Kranthi Deveerasetty,
<a href="https://digital-library.theiet.org/content/journals/10.1049/iet-ipr.2018.5683"target="_blank">"RADAP: Regional Adaptive Affinitive Patterns with
Logical Operators for Facial Expression Recognition,"</a>IEEE/IET Image Processing, vol. 13, no. 5, pp. 850-861, 2019 <b>(IF: 1.995)</b>, <b><a href="assets/publications/Radap.pdf" target="_blank" >PDF</a></b>
</h5>
<h4><b>CONFERENCES</b></h4>
<h5>
<b>1. Murari Mandal</b>, Lav Kush Kumar, Santosh Kumar Vipparthi,
<a href="https://arxiv.org/abs/2008.01699"target="_blank">"MOR-UAV: A Benchmark Dataset and Baselines for Moving Object Recognition in UAV Videos,"</a>
ACM Multimedia (ACM MM-2020), Seattle, US, 2020. <b>(Core - A*)</b></h5>
<h5>
<b>2. Murari Mandal</b>, Lav Kush Kumar, Mahipal Singh Saran, Santosh Kumar Vipparthi,
<a href="https://openaccess.thecvf.com/content_WACV_2020/papers/Mandal_MotionRec_A_Unified_Deep_Framework_for_Moving_Object_Recognition_WACV_2020_paper.pdf"target="_blank">"MotionRec: A Unified Deep Framework for Moving Object Recognition,"</a>
IEEE Winter Conference on Applications of Computer Vision (WACV-2020), Snowmass Village, Colorado, US, 2020. <b>(Core - A)</b></h5>
<h5>
<b>3. Murari Mandal</b>, Manal Shah, Prashant Meena, Santosh Kumar Vipparthi,
<a href="https://ieeexplore.ieee.org/document/8803262"target="_blank">"SSSDET: Simple Short and Shallow Network for Resource
Efficient Vehicle Detection in Aerial Scenes,"</a> 26th IEEE International Conference on Image Processing (ICIP-2019), Taipei, Taiwan, 2019. <b>(Core - B)</b></h5>
<h5>
<b>4. </b> Kuldeep Marotirao Biradar, Ayushi Gupta, <b> Murari Mandal </b>, Santosh Kumar Vipparthi
<a href="http://openaccess.thecvf.com/content_CVPRW_2019/papers/AI%20City/Biradar_Challenges_in_Time-Stamp_Aware_Anomaly_Detection_in_Traffic_Videos_CVPRW_2019_paper.pdf"target="_blank">"Challenges in Time-Stamp Aware Anomaly
Detection in Traffic Videos,"</a> CVPR Workshops (CVPRW-2019), pp. 13-20, Long Beach, CA, USA, 2019. <b>(Core - B)</b></h5>
<h5>
<b>5. </b> Shivangi Dwivedi, <b>Murari Mandal</b>, Shekhar Yadav, Santosh Kumar Vipparthi <a href="https://arxiv.org/abs/1912.03000 "target="_blank">
"3D CNN with Localized Residual Connections for Hyperspectral Image Classification,"</a> 4th International Conference on Computer Vision
and Image Processing (CVIP-2019), Jaipur, India, 2019.
</h5>
<h5>
<b>6. Murari Mandal</b>, Prafulla Saxena, Santosh Kumar Vipparthi, Subrahmanyam Murala,
<a href="https://ieeexplore.ieee.org/document/8545504"target="_blank"> "CANDID: Robust Change Dynamics
and Deterministic Update Policy for Dynamic Background Subtraction,"</a> 24th IEEE International Conference on Pattern Recognition (ICPR-2018),
Beijing, China, pp. 2468-2473, 2018. <b>(Core - B)</b>
</h5>
<div class="section-title">
</div>
<h4><b>AWARDS</b></h4>
<h5> • Received IEEE Signal Processing Society (SPS) Travel grant (1000 USD) to present my paper at ICIP-2019 in Taipei, Taiwan. </h5>
<h5> • Received the International Travel Support (ITS) grant from Science and Engineering Research Board, Department of Science & Technology, Government of India (SERB-DST). <h5>
<h5> • Awarded a four-year Institute Research Fellowship for pursuing PhD at the Malaviya National Institute of Technology, Jaipur by Ministry of Human Resource Development (MHRD),
Government of India. [Jan 2016 - Jan 2020] </h5>
<div class="section-title">
</div>
<h4 id="education"><b>EDUCATION</b></h4>
<h4>PhD (Jan 2016 - August 2020)</h4>
<h5>Vision Intelligence Lab</h5>
<h5>Computer Science and Engineering</h5>
<h5>Malaviya National Institute of Technology Jaipur, India</h5>
<h5>Supervisor: Dr. Santosh Kumar Vipparthi</h5>
<h4>Postgraduate Degree, M. E. (July 2013 - May 2015)</h4>
<h5>Computer Science and Engineering</h5>
<h5>Thapar University, Patiala, India</h5>
<h4>Undergraduate Degree, B. E. (Hons.) (July 2007 - May 2011)</h4>
<h5>Computer Science and Information Science</h5>
<h5>Birla Institute of Technology and Science Pilani (BITS Pilani), Pilani Campus, Rajasthan, India</h5>
<div class="section-title">
</div>
<h4 id="aboutme"><b>ABOUT ME</b></h4>
<h5>Currently, I am a Post Doctoral researcher in the School of Computing, NUS Singapore where I am working with Prof. Mohan Kankanhalli and Prof. Jussi Keppo in the
N-Cript Lab. I received my PhD from Malaviya National Institute of Technology Jaipur. Previously to that I received my bachelor and masters degree in Computer Science from BITS Pilani (2011) and Thapar University (2015). <h5>
</p>
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