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Indian Institute of Science Education and Research
Thiruvananthapuram

Dr Alwin Poulose
Assistant Professor Grade II (Data Science)
  +91 (0)471 - 2778341
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International Journal Articles (SCI/SCIE)

  1. Anagha Muralidharan, Amrutha Swaminathan, Alwin Poulose*, "Deep learning dives: Predicting anxiety in zebrafish through novel tank assay analysis," Physiology & Behavior, Volume 287, Pages 114696, 2024. 

  2. Chittathuru Himala Praharsha, Alwin Poulose*, "CBAM VGG16: An efficient driver distraction classification using CBAM embedded VGG16 architecture," Computers in biology and medicine, Vol. 180, Page 108945, 2024.

  3. Chetan M Badgujar, Alwin Poulose, Hao Gan, "Agricultural object detection with You Only Look Once (YOLO) Algorithm: A bibliometric and systematic literature review," Computers and Electronics in Agriculture, Vol. 223, Page 109090, 2024. 

  4. Jung Hwan Kim, Alwin Poulose and Dong Seog Han, "CVGG-19: Customized Visual Geometry Group Deep Learning Architecture for Facial Emotion Recognition," IEEE Access, vol. 12, pp. 41557-41578, 2024.

  5. Rutika Sansaria, Krishanu Dey Das, Alwin Poulose*,"Quantification of golgi dispersal and classification using machine learning models," Micron, 176, 103547, January 1, 2024.

  6. Samuel Kakuba, Alwin Poulose and Dong Seog Han, "Deep Learning Approaches for Bimodal Speech Emotion Recognition: Advancements, Challenges, and a Multi-Learning Model," IEEE Access, vol. 11, pp. 113769-113789, October 16, 2023.

  7. Jung Hwan Kim, Alwin Poulose, Savina Jassica Colaco, Suresh Neethirajan, Dong Seog Han,"Enhancing Animal Welfare with Interaction Recognition: A Deep Dive into Pig Interaction Using Xception Architecture and SSPD-PIR Method," Agriculture, 13, 1522, July 31, 2023.

  8. Savina Jassica Colaco, Jung Hwan Kim, Alwin Poulose, Suresh Neethirajan, Dong Seog Han,"DISubNet: Depthwise Separable Inception Subnetwork for Pig Treatment Classification Using Thermal Data," Animals, 13, 1184, March 28, 2023.  

  9. Samuel Kakuba, Alwin Poulose and Dong Seog Han, "Deep Learning-Based Speech Emotion Recognition using Multi-Level Fusion of Concurrent Features," IEEE Access, vol. 10, pp. 125538-125551, November 30, 2022.

  10. Samuel Kakuba, Alwin Poulose and Dong Seog Han, "Attention-Based Multi-Learning Approach for Speech Emotion Recognition with Dilated Convolution," IEEE Access, vol. 10, pp. 122302-122313, November 21, 2022.

  11. Alwin Poulose, Jung Hwan Kim and Dong Seog Han, "HIT HAR: Human Image Threshing Machine Based Human Activity Recognition for Healthcare Applications," Computational Intelligence and Neuroscience, vol. 2022, pp. 1808990, October 06, 2022.

  12. Mutegeki Ronald, Alwin Poulose, and Dong Seog Han, " iSPLInception: An Inception-ResNet Deep Learning Architecture for Human Activity Recognition," IEEE Access, vol. 9, pp. 68985-69001, May 07, 2021.

  13. Jung Hwan Kim, Alwin Poulose, and Dong Seog Han, "The Extensive Usage of the Facial Image Threshing Machine for Facial Emotion Recognition Performance," Sensors, vol. 21, no. 6, pp. 2026, March 12, 2021.

  14. Alwin Poulose and Dong Seog Han, "Hybrid Deep Learning Model Based Indoor Positioning using Wi-Fi RSSI Heat Maps for Autonomous Applications," Electronics, vol. 10, no. 1, pp. 2, December 22, 2020.

  15. Alwin Poulose and Dong Seog Han, "UWB Indoor Localization Using Deep Learning LSTM Networks," Applied Sciences, vol. 10, no. 18, pp. 6290, September 10, 2020.

  16. Alwin Poulose and Dong Seog Han, "Hybrid Indoor Localization Using IMU sensor and Smartphone Camera," Sensors, vol. 19, no. 23, pp. 5084, November 21, 2019.

  17. Alwin Poulose, Jihun Kim and Dong Seog Han, "A Sensor Fusion Framework for Indoor Localization Using Smartphone Sensors and Wi-Fi RSSI Measurements," Applied Sciences, vol. 9, no. 20, pp. 4379, October 16, 2019.

  18. Alwin Poulose, Benaoumeur Senouci, and Dong Seog Han, "Performance Analysis of Sensor Fusion Techniques For Heading Estimation Using Smartphone Sensors," IEEE Sensors Journal, vol. 19, no. 24, pp. 12369-12380, September 09, 2019.

  19. Alwin Poulose, Odongo Steven Eyobu, and Dong Seog Han, "An Indoor Position-Estimation Algorithm Using Smartphone IMU Sensor Data," IEEE Access, vol. 7, pp. 11165-11177, January 10, 2019.

Conference Presentations (International)

  1. Alwin Poulose, Minjin Baek and Dong Seog Han, "Point Cloud Map Generation and Localization for Autonomous Vehicles Using 3D Lidar Scans," 27th Asia-Pacific Conference on Communications (APCC 2022), Jeju, South Korea, pp. 336-341, 19-21 October 2022.

  2. Savina Jassica Colaco, Jung Hwan Kim, Alwin Poulose, Zutphen Sanne Van, Suresh Neethirajan, "Pig Treatment Classification on Thermal Image Data using Deep Learning," Int. Conf. on Ubiquitous and Future Networks (ICUFN), Barcelona, Spain, 05-08 July 2022.

  3. Alwin Poulose, Jung Hwan Kim and Dong Seog Han, "Feature Vector Extraction Technique for Facial Emotion Recognition Using Facial Landmarks," Int. Conf. on ICT convergence, Jeju, South Korea, pp. 1072-1076, 20-22 October 2021.

  4. Alwin Poulose, Chinthala Sreya Reddy, Jung Hwan Kim and Dong Seog Han, "Foreground Extraction Based Facial Emotion Recognition Using Deep Learning Xception Model," Int. Conf. on Ubiquitous and Future Networks (ICUFN), Jeju Island, South Korea, pp. 356-360, 17-20 August 2021.

  5. Alwin Poulose and Dong Seog Han, "Feature-Based Deep LSTM Network for Indoor Localization using UWB measurements," Int. Conf. on Artificial Intelligence in Information and Communication (ICAIIC), Jeju Island, South Korea, pp. 298-301, 13-16 April 2021.

  6. Alwin Poulose, Žiga Emeršič, Odongo Steven Eyobu, and Dong Seog Han, "An Accurate Indoor User Position Estimator For Multiple Anchor UWB Localization," Int. Conf. on ICT convergence, Jeju, South Korea, pp. 478-482, 21-23 October 2020.

  7. Alwin Poulose and Dong Seog Han, "Performance Analysis of Fingerprint Matching Algorithms for Indoor Localization," Int. Conf. on Artificial Intelligence in Information and Communication (ICAIIC), Fukuoka, Japan, pp. 661-665, 19-21 February 2020.

  8. Alwin Poulose and Dong Seog Han, "Indoor Localization using PDR with Wi-Fi Weighted Path Loss Algorithm," Int. Conf. on ICT convergence, Jeju, South Korea, pp. 689-693, 16-18 October 2019.

  9. Alwin Poulose, Odongo Steven Eyobu, and Dong Seog Han, "Localization Error Analysis of Indoor Positioning System Based on UWB Measurements," Int. Conf. on Ubiquitous and Future Networks (ICUFN), Zagreb, Croatia, pp. 84-88, 02-05 July 2019.

  10. Alwin Poulose, Odongo Steven Eyobu, and Dong Seog Han, "A Combined PDR and Wi-Fi Trilateration Algorithm for Indoor Localization," Int. Conf. on Artificial Intelligence in Information and Communication (ICAIIC), Okinawa, Japan, pp. 072-077, 11-13 February 2019.

  11. Alwin Poulose, Jihun Kim and Dong Seog Han, "Indoor Localization with Smartphones: Magnetometer Calibration," Int. Conf. on Consumer Electronics (ICCE), Las Vegas, NV, USA, pp. 1-3, 11-13 January 2019.

  12. Odongo Steven Eyobu, Alwin Poulose and Dong Seog Han, "An Accuracy Generalization Benchmark for Wireless Indoor Localization based on IMU Sensor Data," Int. Conf. on Consumer Electronics - Berlin (ICCE-Berlin), Berlin, Germany, pp. 1- 3, 02-05 September 2018.

  13. Alwin Poulose and Dong Seog Han, "Smartphone Based Indoor Heading Estimation," Int. Conf. on Communications and Electronics (ICCE), Hue, Vietnam, pp. 493-496, 2018.

 

Patent (Domestic)

  1. Alwin Poulose and Dong Seog Han, "Multi-sensor fusion-based driver monitoring system framework," South Korea 10-2022-0021286, issued February 18, 2022.

  2. Alwin Poulose and Dong Seog Han, "Location Estimation Apparatus and Method Using Heat Map of Received Signal Strength, And Recording Medium on Which A Program for Performing the Same," South Korea KR20220112334A, 2022/8/11.

  3. Alwin Poulose and Dong Seog Han, "System for Positioning Hybrid Indoor Localization Using Inertia Measurement Unit Sensor and Camera," South Korea KR102226846B1, 2021/3/11.

  4. Alwin Poulose and Dong Seog Han, "Terminal Apparatus For Estimating Position Information, Position Information Estimation Method, And System Thereof," South Korea KR102209658B1, 2021/01/29.

  5. Alwin Poulose and Dong Seog Han, "Method for Estimating Indoor Position Using Smartphone, System and Computer Readable Medium for Performing the Method," South Korea KR102100891B1, 2020/04/14.

Software Registration (Domestic)

  1. Alwin Poulose, Mutegeki Ronald, Thu Nguyen T.H, and Dong Seog Han, "Real-time Human Activity Recognition and Indoor Localization using Deep Learning," South Korea 176271-0001921, issued October 13, 2020.