• Current Research Area 

1. Machine Learning (Regression Analysis, Supervised learning, Unsupervised learning(Clustering analysis))

2. Deep Learning  (Regularization ( Dropout), Transfer Learning, Domain Adaptation, NAS)

3. Reinforcement Learning (Beginning Stage > Single-agent learning  )

4. Medical AI

5. Meta-learning 

• Previous Research Interest 

1. 1. Image Processing 

   2. IoT

   3. Natural language processing (NLP) 

   4. Data Science 

International  Journal  Publication  (SCIE )

1. Imrus Salehin, Dae Ki Kang, ''CSD: Channel Selection Dropout for Regularization of Convolutional Neural Networks'' on  IEEE Access (2025). ISSN:2169-3536. [Top 25% Journal].[Master's Thesis]

2. Imrus Salehin, Md Tomal Ahmed Sajib, Nazmul Huda Badhon, Md Sakibul Hassan Rifat, Nazrul Amin, Nazmun Nessa Moon, "Systematic Literature Review of LLM‐Large Language Model in Medical: Digital Health, Technology and Applications" on Engineering Reports 7.9: e70365, 12 September 2025 . ISSN: 2577-8196 . 

3. Nazmul Huda Badhon†, Imrus Salehin†, Md Tomal Ahmed Sajib, Md Sakibul Hassan Rifat, S. M. Noman "TLCNN: Tabular data-based Lightweight Convolutional Neural Network for Electricity Energy Demand Prediction” on Global Energy Interconnection, Elsevier, 2025.ISSN: 2590-0358, [Co-first author]. [Top 15% Journal]. 

4. SiYeoul Lee, SeonHo Kim, Minkyung Seo, SeongKyu Park, Salehin Imrus, Kambaluru Ashok, DongEon Lee, Chunsu Park, SeonYeong Lee, Jiye Kim, Jae-Heung Yoo, MinWoo Kim, "Enhancing Free-hand 3D Photoacoustic and Ultrasound Reconstruction using Deep Learning" on IEEE Transactions on Medical Imaging. 13 June,  2025. [Top 1% Journal]. 

5. Imrus Salehin, Dae Ki Kang, "  A Review on Deep Neural Networks Regularization approaches within the Scholarly Domain" on Electronics, MDPI. vol:12, No:14,July 2023. ISSN: 2079-9292. [Top Cited in my profile]

6. Imrus Salehin, Md Shamiul Islam, Nazrul Amin, Md Abu Baten, S. M. Noman, Mohd. Saifuzzaman and Serdar Yazmyradov “Real-Time Medical Image Classification with ML-Framework and Dedicated CNN-LSTM Architecture’’ on Journal of Sensors, Vol 2023, Issue No:  3717035, ISSN: 1687-7268 (Online), Hindawi. 

7. Nazmun Nessa Moon, Iftakhar Mohammad Talha, Imrus Salehin, "An Advanced Intelligence System in Customer Online Shopping Behavior and Satisfaction Analysis" on Current Research in Behavioral Sciences(CRBS), Vol 2, No 2: November 2021, Elsevier. ISSN: 2666-5182 . 

International  Journal  Publication  (Data Paper-SCI)

1. Imrus Salehin, Nazmul Huda Badhon, Md Tomal Ahmed Sajib, & Nazmun Nessa Moon ''DeepUS-ReconSeg: A Multi-Angle Paired B-Mode Ultrasound Dataset for Medical Imaging Reconstruction and Segmentation'' on  Data in Brief 62 (2025) , ISSN: 2352-3409, Elsevier.

2. Imrus Salehin, Nazmul Huda Badhon, Md Tomal Ahmed Sajib,  Mohd Saifuzzaman, & Nazmun Nessa Moon ''IQ-UltraRecon: Demodulated IQ Ultrasound Dataset of Human Hand and Arm Tissue for Deep Learning-Based Reconstruction'' on  Data in Brief 61 (2025): 112001 , ISSN: 2352-3409, Elsevier.

3.  Imrus Salehin, S. M. Noman, and Mohammad Mahedy Hasan. "Electricity energy dataset “BanE-16”: Analysis of peak energy demand with environmental variables for machine learning forecasting."  Data in Brief 52 (2024): 109967, ISSN: 2352-3409, Elsevier.

4. Imrus Salehin, Mahbubur Rahman Khan, Ummya Habiba, Nazmul Huda Badhon and Nazmun Nessa Moon, "BAU-Insectv2: An Agricultural Plant Insect Dataset for Deep  Learning and Biomedical Image Analysis" on Data in Brief, April 2024. ISSN: 2352-3409, Elsevier.

5. Nazrul Amin, Imrus Salehin, Md. Abu Baten , Rabbi Al Noman "RHMCD-20 dataset: Identify rapid human mental health depression during quarantine life using machine learning" on Data in Brief, April 2024. ISSN: 2352-3409, Elsevier. 

International  Journal  Publication  (SCOPUS )

1. Imrus Salehin, Md. Shamiul Islam, Pritom Saha, S. M. Noman, Azra Tuni, Md. Mehedi Hasan and Md. Abu Baten “AutoML: A Systematic Review on Automated Machine Learning with Neural Architecture Search’’ in Journal of Information and Intelligence. Vol 2, Issue No: 1 January 2024,  ISSN: 2949-7159, Elsevier. (Gold Open Access Journal from Elsevier). 

2. Imrus Salehin,Nazmun Nessa Moon, Iftakhar Mohammad Talha, Md. Mehedi Hasan, A S M Farhan Al Haque, Md. Azizul Hakim, Fernaz Narin Nur "Analysis of Student Sentiment During the Online Video Class with Multi-Layer Deep Learning Approach" on International Journal of Electrical and Computer Engineering (IJECE), Vol 13, No 4: August  2022. ISSN 2088-8708, CiteScore: 3.8. Indexed by: SCOPUS (Elsevier), SCImago Journal Rank (SJR)  is Q2 in both the Electrical & Electronics Engineering and Computer Science).

3. Nazmun Nessa Moon,Imrus Salehin,Masuma Parvin,Md. Mehedi Hasan,Iftakhar Mohammad Talha,Sushanta Chandra Debnath,Fernaz Narin Nur and Mohd. Saifuzzaman, "Natural language processing based advanced method of unnecessary video detection" on International Journal of Electrical and Computer Engineering (IJECE), Vol 11, No 6: December 2021. ISSN 2088-8708, CiteScore: 3.8. Indexed by: SCOPUS (Elsevier), SCImago Journal Rank (SJR)  is Q2 in both the Electrical & Electronics Engineering and Computer Science). 

4.  Imrus Salehin, S. M. Noman, Baki Ul Islam, Israt Jahan Lopa, Prodipto Bishnu Angon, Ummya Habiba and Nazmun Nessa Moon "IFSG: Intelligence Agriculture Crop-pest Detection System using IoT Automation System" on Indonesian Journal of Electrical Engineering and Computer Science (IJEECS), Vol 24, No 2: November 2021. ISSN 2502-4752, CiteScore: 2.9. Indexed by: SCOPUS (Elsevier), SCImago Journal Rank (SJR) and is Q3 in both of the Electrical & Electronics Engineering and Computer Science). [Certificate ]

5. Prodipto Bishnu Angon, Imrus Salehin, Md. Mahbubur Rahman Khan, Sujit Mondal "Cropland Mapping Expansion for Production Forecast: Rainfall, Relative Humidity and Temperature Estimation" on International Journal of Engineering and Manufacturing(IJEM), 2020. MECS Press, Hong Kong . ISSN: 2305-3623 (Print), ISSN: 2305-8463 (Online) , Vol.11, No.5, pp. 25-40, 2021.

6. Imrus Salehin, Sadia Tamim Dip, Iftakhar Mohammad Talha, Ibrahim Rayhan and Kanij Fatema Nammi "Impact on Human Mental Behavior After Pass Through A Long-Time Home Quarantine Using Machine Learning " on International Journal of Education and Management Engineering(IJEME), 2020. MECS Press, Hong Kong  . ISSN: 2305-3623 (Print), ISSN: 2305-8463 (Online) , Vol.11, No.1, pp. 41-50, 2021.

International  Conference Publication (SCOPUS & SCI)

1. Md. Hafizur Rahman, S. M. Noman, Imrus Salehin and Tajim Md. Niamat Ullah Akhund "A Novel Approach to Bat Protection IoT-Based Ultra-sound System of Smart Farming" on 3rd International Conference on Artificial Intelligence and Logistics Engineering (ICAILE2023), March 11–12, 2023, Wuhan, China. Indexing: ISI Proceedings, EI-Compendex, DBLP, SCOPUS. Book Chapter: Springerlink.

2. Md Shamiul Islam, Ummya Habiba, Md Abu Baten, Nazrul Amin, Imrus Salehin and Tasmia Tahmida Jidney "Hybrid Convolution Neural Network with Transfer Learning Approach for Agro-Crop Leaf Disease Identification " on  4th International Symposium on Computer Science, Digital Economy and Intelligent Systems (CSDEIS-2022), November 11 - November 13, 2022, Wuhan, China. Indexing: ISI Proceedings, EI-Compendex, DBLP, SCOPUS. Book Chapter: Springerlink. 

3. Md Shamiul Islam, Ummya Habiba, Md Abu Baten, Nazrul Amin, Imrus Salehin and Tasmia Tahmida Jidney, "Improve CNN model Agro-Crop Leaf Disease Identification based on Transfer Learning" on International conference on Advanced Communication and Intelligent Systems, October 21-22, 2022 by Warsaw Management University, Poland. Indexing: ISI Proceedings, EI-Compendex, DBLP, SCOPUS. Book Chapter: Springerlink. (CCIS Series).  [Certificate]

4. S.M.Noman, Mohammad Mahedy Hasan, Obaidul Haque, Baki-Ul-Islam, Imrus Salehin, Nazmun Nessa Moon "Tidal Power Plant Exploration: Low Head Water Turbine in Barrage System" on 13th International Conference On Computing, Communication And Networking Technologies (ICCCNT 2022), October 3rd - 5th, 2022, IIT Kharagpur, West Bengal, India. Indexing: IEEE Digital Xplore & Scopus.

5. S. M. Noman , Imrus Salehin, Mohammad Mahedy Hasan, Baki-Ul-Islam, Obaidul Haque and Ifranul Haque"A Dynamic Study on Energy Forecasts and The Potential of Renewable Energy Sources" on the IEEE Delhi Section International Conference on Electrical, Electronics and Computer Engineering (DELCON-2022), 11th-13th February 2022, New Delhi, India. Indexing: IEEE Digital Xplore & Scopus. [Certificate]

6. Md. Mehedi Hasan, Sadia Tamim Dip, Tasmiah Rahman, Mst Sonia Akter and Imrus Salehin, "Multilabel Movie Genre Classification from Movie Subtitle: Parameter Optimized Hybrid Classifier", on the 4th International Symposium on Advanced Electrical & Communication Technologies (ISAECT), 06 - 08 December 2021, Khobar, Saudi Arabia. Indexing: IEEE Digital Xplore, Scopus, MDLP, Elsevier. 

7. Md. Mehedi Hasan, Sadia Tamim Dip, T. M. Kamruzzaman, Mst Sonia Akter and Imrus Salehin  "Movie Subtitle Document Classification Using Unsupervised Machine Learning Approach", on 2021 IEEE 6th International Conference on Computing, Communication and Automation (ICCCA), 17 - 19 December 2021, Arad, Romania. Indexing: IEEE Digital Xplore, SCI & Scopus, Ei-Compendex.[Certificate].

8. Prodipto Bishnu Angon, Imrus Salehin, Sujit Mondal, Md. Mahbubur Rahman Khan,Mirza Nazim Uddin and Israt Jahan Lopa"A survey on healthy food demand and diseases factors in urban and rural area: Prospective on Bangladesh" on 2021 IEEE 6th International Conference on Computing, Communication and Automation (ICCCA), 17-19 December 2021, Arad, Romania. Indexing: IEEE Digital Xplore, SCI & Scopus.

9. Md. Mehedi Hasan , Imrus Salehin , Nazmun Nessa Moon , T. M. Kamruzzaman , Baki-Ul-Islam , Mehedi Hasan "A Computer Vision System for the Categorization of Citrus Fruits Using Convolutional Neural Network" on International Symposium on Electronics and Smart Devices (ISESD-21), June 29-30, 2021, Electronics Research Group (Kelompok  Keilmuan Elektronika) of SEEI ITB and Microelectronics Center (Pusat Unggulan Iptek – Perguruan Tinggi Mikroelektronika) ITB , Bandung, Indonesia. Indexing: IEEE Xplore & SCOPUS. 

10. Imrus Salehin, Baki Ul Islam , S. M. Noman, Md. Mehedi Hasan, Sadia Tamim Dip and Mehedi Hasan ''A Smart Polluted Water Overload Drainage Detection and Alert System: Based on IoT'' on International Mobile, Intelligent, and Ubiquitous Computing Conference (MIUCC 2021), 26 & 27 May 2021, Misr International University (MIU), Cairo, Egypt.  Indexing: IEEE Xplore, EI-Compendex & SCOPUS. [Certificate ] 

11. Imrus Salehin, Iftakhar Mohammad Talha, Md. Mehedi Hasan, Sadia Tamim Dip, Mohd. Saifuzzaman and Nazmun Nessa Moon "An Artificial Intelligence based Rainfall  Prediction Using LSTM and Neural Network" on 6th IEEE international Women in Engineering (WIE) Conference on Electrical and Computer Engineering 2020 (IEEE WIECON-ECE 2020), 26 - 27 December 2020, Bhubaneswar, India. Indexing: IEEE Xplore, SCOPUS.  [Certificate ]

12. Imrus Salehin, Iftakhar Mohammad Talha, Nazmun Nessa Moon, Mohd. Saifuzzaman, Fernaz Narin Nur and Mariom Akter "Predicting the Depression Level of Excessive Use of Mobile Phone: Decision Tree and Linear Regression Algorithm" on 2nd  International Conference on Sustainable Engineering and Creative Computing (ICSECC-2020), on  16 - 17 December 2020, President University, Jakarta, Indonesia. Indexing: IEEE Xplore, EI-Compendex & SCOPUS. [Certificate ] 

13. Imrus Salehin , Iftakhar Mohammad Talha, Mohd. Saifuzzaman, Ms. Nazmun Nessa Moon and Fernaz Narin Nur "An Advanced Method of Treating Agricultural Crops Using Image Processing Algorithms and Image Data Processing Systems" on 2020 IEEE 5th International Conference on Computing Communication and Automation (ICCCA), Jointly organized by Aurel Vlaicu University of Arad, Romania & Galgotias University, India on October 30-31, 2020 at Galgotias University Greater Noida (NCR New Delhi) India. Indexing: IEEE Digital Xplore, SCI & Scopus.[Certificate ]

14. Iftakhar Mohammad Talha, Imrus Salehin, Sushanta Chandra Debnath, Mohd. Saifuzzaman, Ms. Nazmun Nessa Moon and Fernaz Narin Nur “Human Behaviour Impact to Use of  Smartphones with the Python Implementation Using Naive Bayesian” on 11th International Conference On Computing, Communication And Networking Technologies (ICCCNT  2020), July 1-3, 2020, IIT Kharagpur, West Bengal, India. Indexing : IEEE Digital Xplore & Scopus .[Certificate ]

South Korean Domistic Conference 

1. Imrus Salehin , Dae Ki Kang , "Rethink: A Transfer Learning Framework for Identifying Crop Leaf Diseases" on 12th  ICT Convergence Technology and Service Conference in 2022, Centum City, Busan, South Korea.