List View
One Page View
Name Dr. Junaid Mir
Designation Assistant Professor
Department Electrical Engineering (Taxila)
Highest Qualification PhD
Specialization Digital Image\Video Processing, Medical Image Analysis
Phone No +92 (0) 51 9047 548
Cell No +92 (0) 300 5188450
Fax No
Email [email protected]

PhD in Electrical and Electronic Engineering (2017)
Centre for Vision Speech and Signal Processing (CVSSP)
University of Surrey, United Kingdom

M.Sc. in Electrical Engineering with Specialization in Electronics (2011)
Department of Electrical Engineering
University of Engineering and Technology (UET) Taxila, Pakistan

B.Sc. in Electrical Engineering with Honours (2008)
Department of Electrical and Electronics Engineering
University of Engineering and Technology (UET) Taxila, Pakistan

ResearchGate ID: Junaid MIR
Google Scholar ID: Junaid MIR

Doctoral Work: High Dynamic Range (HDR) Video Compression and Distribution
Masters Work: Compression of Medical Images using Fractal Technique 
Bachelors Work: Identification of Sudden Cardiac Death (SCD) using Spectral Domain Analysis of (ECG) Electrocardiogram 

  • Signal, Image, and Video Processing
  • Biomedical Signal Processing
  • Machine Learning
  • Structural Health Monitoring (SHM)
  • High Dynamic Range (HDR) Multimedia

Book

Journal Articles

  1. Mati Ullah, Junaid Mir, Syed Sameed Husain, Muhammad Laiq Ur Rahman Shahid, and Afaq Ahmad, "Concrete Forensic Analysis using Deep Learning-based Coarse Aggregate Segmentation," Automation in Construction, vol. 162, pp. 105372, 2024. (IF=10.30)
  2. Majid Riaz, Muhammad Majid, and Junaid Mir, "High Dynamic Range Multimedia: Better Affective Agent for Human Emotional Experience," Multimedia Tools and Applications, vol. 83, pp. 25503–25518, 2024. (IF=3.60)
  3. Rana Ehtisham, Waqas Qayyum, Charles Camp, Vagelis Plaveris, Junaid Mir, Qaiser Uz Zaman Khan, and Afaq Ahmad, "Computing the Characteristics of Defects in Wooden Structures using Image Processing and CNN," Automation in Construction, vol. 158, pp. 105211, 2024. (IF=10.30)
  4. Rana Ehtisham, Waqas Qayyum, Charles Camp, Vagelis Plaveris, Junaid Mir, Qaiser Uz Zaman Khan, and Afaq Ahmad, "Classification of Defects in Wooden Structures using Pre-Trained Models of Convolutional Neural Network," Case Studies in Construction Materials, vol. 19, pp. e02530, 2023. (IF=6.20)
  5. Waqas Qayyum, Rana Ehtisham, Alireza Bahrami, Junaid Mir, Qaiser Uz Zaman Khan, Afaq Ahmad, and Yasin Onuralp Ozkilic, "Predicting Characteristics of Cracks in Concrete Structure using Convolutional Neural Network and Image Processing," Frontiers in Materials, vol. 10, 2023. (IF=3.20)
  6. Waqas Qayyum, Rana Ehtisham, Alireza Bahrami, Charles Camp, Junaid Mir, and Afaq Ahmad, "Assessment of Convolutional Neural Network Pre-Trained Models for Detection and Orientation of Cracks," Materials, vol. 16, no. 2, pp. 826, 2023. (IF=3.40)
  7. Muhammad Salman Kabir, Junaid Mir, Caleb Rascon, Muhammad Laiq Ur Rahman Shahid, and Furqan Shaukat, "Machine learning inspired efficient acoustic gunshot detection and localization system," University of Wah Journal of Computer Science, vol. 4, no. 1, 2022.
  8. Muhammad Imran Waris, Vagelis Pllevris, Junaid Mir, Nida Chairman, and Afaq Ahmad, "An alternative approach for measuring the mechanical properties of hybrid concrete through image processing and machine learning," Construction and Building Materials, vol. 328, pp. 126899, 2022. (IF=7.40)
  9. Syed Sameed Husain, Junaid Mir, Syed Muhammad Anwar, Waqas Rafique, and Muhammad Obaid Ullah, "Development and validation of a deep learning-based algorithm for drowsiness detection in facial photographs," Multimedia Tools and Applications, vol. 81, pp. 20425–20441, 2022. (IF=3.60)
  10. Ali Haider, Furqan Shaukat, and Junaid Mir, "Human detection in Aerial Thermal imaging using a Fully Convolutional Regression Network," Infrared Physics and Technology, vol. 116, pp. 103796, 2021. (IF=2.997) 
  11. Naima Aamir, Junaid Mir, Imran Fareed Nizami, Furqan Shaukat, and Muhammad Majid, "HDR-BVQM: High dynamic range blind video quality metric," Multimedia Tools and Applications, vol. 80, pp. 27701–27715, 2021. (IF=2.577)
  12. Muhammad Laiq Ur Rahman Shahid, Junaid Mir, Furqan Shaukat, Muhammad K. Saleem, Muhammad Atiq Ur Rehman Tariq, and Ahmed Noman, "Classification of Pharynx from MRI using a Visual Analysis Tool to Study Obstructive Sleep Apnea," Current Medical Imaging, vol. 17, no. 5, pp. 613–622, 2021. (IF=1.315)
  13. Iqra Bibi, Junaid Mir, and Gulistan Raja, "Automated Detection of Diabetic Retinopathy in Fundus Images using Fused Features," Australasian Physical and Engineering Sciences in Medicine,  vol. 43, no. 4, pp. 1253–1264, 2020. (IF=1.430)
  14. Muhammad Laiq Ur Rahman Shahid, Vladimir Molchanov, Junaid Mir, Furqan Shaukat, and Lars Linsen, "Interactive Visual Analytics Tool for Multidimensional Quantitative and Categorical Data Analysis," Information Visualization, vol. 19, no. 3, 2020. (IF=0.956)
  15. Furqan Shaukat, Kamran Javed, Gulistan Raja, Junaid Mir, and Muhammad Laiq Ur Rahman Shahid, "Automatic Lung Nodule Detection in CT Images Using Convolutional Neural Networks," IEICE Transactions on Fundamentals of Electronics, Communications, and Computer Sciences, vol. E-102–A, no. 10, pp. 1364–1373, 2019. (IF=0.334)
  16. Muhammad Sheraz Ahmad, Junaid Mir, Muhammad Obaid Ullah, Muhammad Laiq Ur Rahman Shahid, and Syed Muhammad Adnan, "An Efficient Heart Murmur Recognition and Cardiovascular Disorders Classification System," Australasian Physical and Engineering Sciences in Medicine, vol. 42, no. 3, pp. 733–743, 2019. (IF=1.161)
  17. Rizwan Chugtai, Gulistan Raja, Junaid Mir, and Furqan Shaukat, "An Efficient Scheme for Automatic Pill Recognition using Neural Networks," The Nucleus, vol. 56, no. 1, 2019. (HEC Recognized Y-Category)
  18. Junaid Mir, Dumidu S. Talagala, Anil Fernando, and Syed Sameed Hussain, "Improved HEVC λ -domain rate control algorithm for HDR video," Signal, Image, and Video Processing, vol. 13, no. 3, pp. 439–445, 2019. (IF=1.794)
  19. Junaid Mir, Dumidu S. Talagala, Anil Fernando, and Hemantha K. Arachchi, "A Comprehensive Study and Evaluation of HDR Video Coding," Arabian Journal of Science and Engineering, vol. 44, no. 3, pp. 2427–2444, 2019. (IF=1.711)
  20. Junaid Mir and Gulistan Raja, "Quadtree Fractal Compression for Brain MRI Images," The Nucleus, vol. 49, no.1, 2012. (HEC Recognized Y-Category)

(The mentioned Journal Impact Factor (IF) is of the year in which the paper was published.

Conference Papers

  1. Laiba Arshad and Junaid Mir, "Investigation of Audio Features for Heart Murmur Detection and Classification," in 2nd International Multidisciplinary Conference on Emerging Trends in Engineering Technology (IMCEET), Khairpur Mirs, Pakistan, Mar. 2024
  2. Mahnoor Malik, Junaid Mir, and Afaq Ahmad, "Concrete Aggregate Segmentation for Structural Health Monitoring," in 8th Multi-Disciplinary Student Research International Conference (MDSRIC), Wah Cantt, Pakistan, Dec. 2023.
  3. Syeda Zuriat-e-Zehra Ali, Muhammad Obaid Ullah, and Junaid Mir, "Classification of Cardiovascular Disease using 2D-Image Representations of Phonocardiogram Signals," in IEEE International Conference on Emerging Technologies in Electronics, Computing and Communication (ICETECC), Jamshoro, Pakistan, Dec. 2022, pp. 1–6.
  4. Rana Ehtisham, Waqas Qayyum, Charles V. Camp, Junaid Mir, and Afaq Ahmad, "Predicting the Defects in Wooden Structures by using Pre-trained Models of Convolutional Neural Network and Image Processing," in 2nd International Conference on Recent Advances in Civil Engineering and Disaster Management (ICEEDM), Peshawar, Pakistan, Dec. 2022, pp. 208-212. 
  5. Waqas Qayyum, Rana Ehtisham, Charles V. Camp, Junaid Mir, and Afaq Ahmad, "Detecting cracks with Convolution Neural Network (CNN) with Variable image dataset," in 2nd International Conference on Recent Advances in Civil Engineering and Disaster Management (ICEEDM), Peshawar, Pakistan, Dec. 2022, pp. 166-170.
  6. Muhammad Shan Saleem, Gulistan Raja, and Junaid Mir, "Guided Image Filter Inspired Improved Single Image Dehazing Method," in 2nd International Conference on Engineering & Computing Technologies (ICECT), Islamabad, Pakistan, Nov. 2022. 
  7. Rehan Khan and Junaid Mir, "White Blood Cells Segmentation and Classification using U-Net CNN and Hand-crafted Features," in IEEE International Conference on IT & Industrial Technologies (ICIT), Chiniot, Pakistan, Oct. 2022, pp. 1–7.
  8. Rana Ehtisham, Charles V. Camp, Junaid Mir, Nida Chairman, and Afaq Ahmad, "Evaluation of Pre-trained ResNet and MobileNetV2 CNN Models for the Concrete Crack Detection Crack Orientation Classification," in International Conference on Advances in Civil and Environmental Engineering, Taxila, Pakistan, Feb. 2022.
  9. Ali Ayub Sheikh and Junaid Mir, "Machine Learning Inspired Vision-based Drowsiness Detection using Eye and Body Motion Features," in 13th IEEE International Conference on Information & Communication Technology and System (ICTS), Surabaya, Indonesia, Oct. 2021, pp. 146–150.
  10. Fahd Siddiq, Muhammad Mansoor Ashraf, and Junaid Mir, "Robust Harmonics Estimation using Hybrid Least Square-based Whale Optimization Algorithm," in 6th Multi-Disciplinary Student Research International Conference (MDSRIC), Wah Cantt, Pakistan, Nov. 2021.
  11. Majid Riaz, Muhammad Majid, and Junaid Mir, "Emotion Recognition using Electroencephalography in Response to High Dynamic Range Videos," in 10th IEEE International Conference on Information Technology (ICIT), Amman, Jordan, July 2021, pp. 565–570. 
  12. Majid Riaz, Muhammad Majid, and Junaid Mir, "Emotional Experience Analysis in Response to HDR and SDR content," in 13th IEEE International Conference on Quality of Multimedia Experience (QoMEX), Montreal, Canada, June 2021, pp. 121–124. 
  13. Soha Salman, Junaid Mir, Muhammad Tallal Farooq, Aneeqa Noor Malik, and Haleemdeen Rizki, "Machine Learning Inspired Efficient Audio Drone Detection using Acoustic Features," in 18th IEEE International Bhurban Conference on Applied Sciences & Technology (IBCAST), Islamabad, Pakistan, Jan. 2021, pp. 335-339. 
  14. Arif Zafar, Junaid Mir, Vagelis Plevris, and Afaq Ahmad, "Machine Vision-based Crack Detection for Structural Health Monitoring using Haralick Features," in 2nd Conference on Sustainability in Civil Engineering, CUST, Pakistan, Aug. 2020.
  15. Muhammad Imran Waris, Junaid Mir, Vagelis Plevris, and Afaq Ahmad, "Predicting compressive strength of CRM samples using Image Processing and ANN," IOP Conference Series: Materials Science and Engineering. vol. 899, 3rd Pak-Turk International Conference on Emerging Technologies in the field of Sciences and Engineering (ETSE), GIK Institute, Topi, Pakistan, June 2020. 
  16. Carl C. Udora, Junaid Mir, Chatura Galkandage, and Anil Fernando, "QoE Modelling of High Dynamic Range Video," in IEEE International Conference on Consumer Electronics (ICCE), Las Vegas, USA, Jan. 2019, pp. 1–2. 
  17. Asad Javied and Junaid Mir, "Applications of data sciences on pedagogy and teaching evaluation," in Liverpool John Moores University (LJMU) Teaching and Learning Conference, UK, June 2018, pp. 37–38.
  18. Junaid Mir, Dumidu S. Talagala, and Anil Fernando, "Optimization of HEVC Lambda-Domain RC algorithm for HDR Video," in IEEE International Conference on Consumer Electronics (ICCE)Las Vegas, USA, Jan. 2018, pp. 1–4. 
  19. Junaid Mir, Dumidu S. Talagala, Hemantha K. Arachchi, and Anil Fernando, "Improved two-layer backward-compatible HDR video coding: A performance comparison with single-layer HLG," in IEEE International Conference on Consumer Electronics (ICCE), Las Vegas, USA, Jan. 2017, pp. 250–251. 
  20. Junaid Mir, Gosala Kulupana, Dumidu S. Talagala, Hemantha K. Arachchi, and Anil Fernando, "Efficient rate-distortion optimization for HDR video compression," in IEEE International Conference on Consumer Electronics (ICCE), Las Vegas, USA, Jan. 2017, pp. 256–257. 
  21. Junaid Mir, Gosala Kulupana, Dumidu S. Talagala, Hemantha K. Arachchi, and Anil Fernando, "Impact of channel errors on single-layer and two-layer video transmission architectures in error-prone networks," in 1st IEEE International Conference on Consumer Electronics-Asia (ICCE-Asia), Seoul, South Korea, Oct. 2016, pp. 1–4. 
  22. Gosala Kulupana, Junaid Mir, Dumidu S. Talagala, Hemantha K. Arachchi, and Anil Fernando, "A model-based error resilience scheme for HDR video transmission over error-prone channels," in 1st IEEE International Conference on Consumer Electronics-Asia (ICCE-Asia), Seoul, South Korea, Oct. 2016. 
  23. Junaid Mir, Dumidu S. Talagala, Hemantha K. Arachchi, and Anil Fernando, "Adaptive residual mapping for an efficient extension layer coding in two-layer HDR video coding," in 23rd IEEE International Conference on Image Processing (ICIP), Phoenix, USA, Sep. 2016, pp. 1394–1398. 
  24. Junaid Mir, Anil Fernando, Dumidu S. Talagala, and Hemantha K. Arachchi, "Rate distortion analysis of high dynamic range video coding techniques," in 22nd IEEE International Conference on Image Processing (ICIP), Quebec, Canada, Sep. 2015, pp. 237–241. 

 

  • 101129077BIOMED5.0: Capacity Building in Biomedical Engineering Education for Digital Transformation and Industry 4.0/5.0 Technologies (2023 – ):
    Research Grant of € 60,237 from the European (EU) Commission. Total Grant Value of € 799,688 awarded to the Consortium of 10 Universities.
    Grant awarded under the Erasmus+ Program ERASMUS-EDU-2023-CBHE Call.
  • Orchard Management and Monitoring via UAS (2023 – ): 
    Research Grant of Rs. 100,000 from the Pakistan Engineering Council (PEC). (Co-PI)
    Grant awarded under the PEC Final Year Design Project Financing program.   
  • 20-17019/NRPU/R&D/HEC/2021EMeRALDS: Electronic Medical Records driven Automated Lung nodule Detection and cancer risk Stratification (2022 – ):
    Research Grant of Rs. 8,340,150 from the Higher Education Commission (HEC) Pakistan. (Co-PI)
    Grant awarded under the National Research Program for Universities (NRPU) grant program.
  • NGIRI-2020-3135, Drone Detection Surveillance System (2019 – 2020): 
    Research Grant of Rs. 76,000 from the Ignite National Technology Fund Pakistan.
    Grant awarded under the National Grassroots ICT Research Initiative (NGIRI) program. 
  • 1951/SRGP/R&D/HEC/2018, Brain Activity Analysis in Response to High Dynamic Range Content using Electroencephalography (2018 – 2019):
    Research Grant of Rs. 470,000 from the Higher Education Commission (HEC) Pakistan.
    Grant awarded under the Start-up Research Grant Program (SRGP).
  • Hostile Gunfire Detection, Shooter Localization & Counter Attack System (2018 – 2019): 
    Research Grant of Rs. 450,000 from the Heavy Industries Taxila (HIT) Pakistan.
    Grant awarded from the Advanced Research Development Information Center (ARDIC) for Final Year Design Project.  

 

 

  • Director, Undergraduate Studies (07/2023 – date).
  • Academic Advisor, Postgraduate Studies, Communication and Signal Processing Stream (01/2023 – date).
  • Incharge, Timetable Committee (03/2021 – date).
  • Class Advisor, Undergraduate Studies, 3rd Year Students (12/2021 – 12/2023).
  • Member, Directorate of Postgraduate and Coordinator M.Sc./Ph.D. Program (03/2021 – 12/2021).
  • Convener, OBE Subject Committee (09/2019 – 03/2021).
  • Focal Person, 2019 New-PGS Prospectus (07/2019).
  • Focal Person, Social Entrepreneurship Projects (11/2017 – 08/2018).
  • Member, Academics & Student Services Cell (10/2010 – 09/2013).

B.Sc. Final Year Design Projects (Selected)

  1. S. Salman et al., "Drone Detection Surveillance System," July 2020. Project funded by the Ignite Fund. Conference article published in 18th IEEE IBCAST 2021.  
  2. H. Sulaiman et al., "Autonomous Vehicle Using Image Processing," July 2019. First prize in the Electrical Engineering Department Open House 2019 in the UET Taxila.
  3. M.S. Kabir et al., "Detection of Hostile Firing through Acoustic Based System in Constrained Environment," July 2019. Project funded by the Heavy Industries Taxila (HIT), Pakistan. Won the consolidation prize in the Electrical Engineering Department Open House 2019 in the UET Taxila.

15+ Years of Teaching and Research Experience 

  • Faculty Trainer, The Cognitive Load Theory for Effective Learning and Teaching, Electrical Engineering Department, UET Taxila (2023).
  • Judge, Elevator Pitch round, National Expansion Plan of NICS, UET Taxila (2022 & 2023). 
  • Publication Chair, 2023 IEEE SPS Seasonal School on Computer Vision Applications in Robotics (CVAR). 
  • External Examiner, Final Year Undergraduate Projects 2021 & 2022, Computer Engineering Department, Bahria University Islamabad Campus.
  • Member, PhD Thesis Evaluation Committee, CEME, NUST (2020). 
  • External Examiner, Final Year Undergraduate Projects 2019 & 2020, Computer Engineering Department, KICSIT Kahuta Rawalpindi. 
  • Member, PhD Research Monitoring Committees, Electrical Engineering Department, UET Taxila (03/2019 – date).
  • OBE Student Mentor, Electrical Engineering Department, UET Taxila (12/2017 – date).
  • Advisor, Society of Innovative Electrical Professionals (SIEP), Electrical Engineering Department, UET Taxila (11/2017 – 02/2023).
  • Member, Board of Undergraduate Studies, Electrical Engineering Department, UET Taxila (12/2008 – date).

Undergraduate Courses

  • Signals and Systems
  • Digital Signal Processing
  • Digital Image Processing
  • Communication Systems

Postgraduate Courses

  • Digital Image and Video Processing
  • Biomedical Image Processing
  • Applied Digital Signal Processing
  • Research Methodology
  • Information Theory

Assistant Professor (03/2012 – date) 
Electrical Engineering Department
University of Engineering and Technology, Taxila, Pakistan

Graduate Research Assistant (02/2015 – 10/2016)
Department of Electrical Engineering
University of Surrey, Guildford, Surrey, United Kingdom

Lecturer (12/2008 – 03/2012)
Electrical & Electronics Engineering Department
University of Engineering and Technology, Taxila, Pakistan

  • Commonwealth Scholarship UK (2013 – 2016): 
    Award from the UK Department for International Development (DFID) for PhD in Electrical and Electronic Engineering from the University of Surrey, UK.
  • UET Faculty Scholarship (2009 – 2011): 
    Award from the University of Engineering and Technology (UET) Taxila for M.Sc. (CGPA: 3.66/4.00) in Electrical Engineering from the UET Taxila, Pakistan.
  • Honours in B.Sc. Electrical Engineering from the UET Taxila, Pakistan (2008).
  • SPD Merit Scholarship (2004 – 2008): 
    Award from the Strategic Planning Directorate (SPD) Pakistan for B.Sc. (80.46%) in Electrical Engineering from the UET Taxila, Pakistan.
  • FBISE Merit Scholarship (2004 – 2008): 
    Award from the Federal Board of Intermediate and Secondary Education (FBISE) Islamabad, Pakistan for outstanding performance in Pre-Engineering examinations (Marks: 942/1100) of higher secondary school education.

M.Sc. Thesis

  1. Efficient Image Processing-based Aggregate Segmentation Technique (2022 – 2024).
  2. Investigation of Audio Features for Heart Murmur Detection and Classification (2022 – 2024).
  3. Human Blood Cells Segmentation and Classification using Image Processing Techniques (2021 – 2022).
  4. Harmonics Estimation of Electrical Signals using Evolutionary Approach (2021 – 2022).
  5. Vision-based Drowsiness Detection using Hand-crafted Features and Machine Learning Techniques (2021 – 2022).
  6. Emotion Recognition in Response to High Dynamic Range Videos using EEG (2020 – 2021). Co-Supervisor.
  7. Feature Engineering of Structural Images for Structural Health Monitoring (2020 – 2021). 
  8. Development of Subjectively Annotated High Dynamic Range Video Dataset (2018 – 2019). 
  • IEEE SPS Seasonal School on Computer Vision Applications in Robotics, CVAR (02/2023): 4-day program held by Swarm Robotics Lab under the National Center for Robotics and Automation (NCRA) at the University of Engineering & Technology Taxila, Pakistan. 
  • Capacity Building Course for Researchers (09/2022): 4-day training workshop held by British Council UK and Higher Education Commission Pakistan at Marriott Hotel, Islamabad, Pakistan. 
  • Online Teaching Level 1 (03/2021): 4-day online course held by the National Academy of Higher Education (NAHE), Higher Education Commission, Pakistan.
  • Effective Remote Instruction: Reimaging the Engineering Student Experience (07/2020): 5-day virtual conference held by IEEE Educational Activities and IEEE Education Society. 
  • Digitalization, Fundraising Management, Digital Governance Framework and Industrial Linkage (07/2020): 6-day online training workshop held by Pakistan Institute of Entrepreneurship.
  • Scientific Writing for Impact Factor Journals (08/2018): 1-day Continuing Professional Development (CPD) Programme held by IEEE Pakistan Chapter at the University of Engineering & Technology, Taxila, Pakistan.
  • Faculty Development on Start-ups and Entrepreneurship Management for Business Incubation Center, by improving Industry, Academia, Government and Society Linkage (11/2017): 1-day workshop held by Pakistan Institute of Entrepreneurship at the University of Engineering & Technology, Taxila, Pakistan. 
  • Science Communication Workshop (08/2015): 1-day workshop held by SciDev.Net in London, United Kingdom.
  • Development Module Road Map Training (Making the most of your scholarship) (12/2013): 3-day training program held by Commonwealth Scholarship Commission, the United Kingdom, at Cumberland Lodge, Windsor, United Kingdom.
  • Professional Competency Enhancement Program for Teachers (PCEPT) (09/2011): 24-day training program held by the National Academy of Higher Education, Higher Education Commission, Pakistan, at the University of Engineering & Technology, Taxila, Pakistan.
  • How to Get Published in High-Impact Research Journals & Conferences (05/2011): 2-day seminar held by Institute of Business & Management, Lahore at the University of Engineering & Technology Lahore, Pakistan.
  1. Mahnoor Malik (19-MS-EE-24), "Efficient Image Processing-based Aggregate Segmentation Technique," Graduate in 2024.
  2. Laiba Arshad (19-MS-EE-25), "Investigation of Audio Features for Heart Murmur Detection and Classification," Graduated in 2024.
  3. Rehan Khan (18F-MS-EE-02), "Human Blood Cells Segmentation and Classification using Image Processing Techniques," Graduated in 2022.
  4. Fahd Siddiq (17-MS-EE-96), "Harmonics Estimation of Electrical Signals using Evolutionary Approach," Graduated in 2022.
  5. Ali Ayub Sheikh (17F-MS-EE-19), "Vision-based Drowsiness Detection using Hand-crafted Features and Machine Learning Techniques," Graduated in 2022.
  6. Majid Riaz (17-MS-CP-16), "Emotion Recognition in Response to High Dynamic Range Videos using EEG," Graduated in 2021.
  7. Arif Zafar (17-MS-EE-102), "Feature Engineering of Structural Images for Structural Health Monitoring," Graduated in 2021.
  8. Naima Aamir (17F-MS-EE-14), "Development of Subjectively Annotated High Dynamic Range Video Dataset," Graduated in 2019.