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RESEARCH PUBLICATIONS

Contributing to the global body of knowledge in Artificial Intelligence.

Journals

S.No 1
LungAtten-Net: A Dual-Stage Framework Integrating Attention and Automated Slice Selection for Lung Cancer Subtype Classification

Faculty Name / Authors

Sandra Jervas, Chinnu Jacob, Imthias Ahamed T. Parambath, R. Resmi, Cristina Popirlan, Claudiu-Ionut Popirlan, and D. Jude Hemanth

Type of Publication / Venue

Engineering Research Express, vol. 8, no. 11, p. 115236 (IOP Publishing)

Year

2026

Publication Link

S.No 2
A Fractional-Order Super-Twisting Sliding Mode Approach for Dynamic Consensus of Multi-Agent UAV Networks

Faculty Name / Authors

Najma Farsana, R. Resmi, and Chinnu Jacob

Type of Publication / Venue

International Journal of Dynamics and Control, vol. 14, no. 4 (Q2 SCI journal)

Year

2026

Publication Link

S.No 3
Dynamic consensus control of linear multi-agent systems: Unmanned ground vehicle platooning

Faculty Name / Authors

C. Jacob, Resmi Rajasekharan, Anugraha Vincent, […], and Jude Hemanth Duraisamy

Type of Publication / Venue

Measurement and Control (Q3 journal, Sage journal)

Year

2025

Publication Link

S.No 4
Three Dimensional N/W with Squeeze and Excitation for Accurate multi-Region Brain Tumor Segmentation

Faculty Name / Authors

Dr. Chinnu Jacob

Type of Publication / Venue

International Journal of Imaging and Technology (SCI and Scopus Indexed, Q2 journal)

Year

2024

Publication Link

S.No 5
Pothole Detection and Assessment on Highways Using Enhanced YOLO Algorithm with Attention Mechanisms

Faculty Name / Authors

Dr. Chinnu Jacob & Dr. Sunod Sridar

Type of Publication / Venue

Advances in Civil Engineering (SCI and Scopus Indexed)

Year

2024

Publication Link

S.No 6
The robust SmartEnsembleNet: A game changer in finger knuckle biometrics.

Faculty Name / Authors

Rufus, Sreehari S., & Anzar S. M.

Type of Publication / Venue

Expert Systems with Applications, 124810. (SCI and Scopus Indexed, Impact Factor 7.5, Science Direct Q1 journal)

Year

2024

Publication Link

S.No 7
Classification of Diabetic Retinopathy Disease Levels by Extracting Spectral Features Using Wavelet CNN.

Faculty Name / Authors

Sumod S., Subramanian S., & Mahmud M.

Type of Publication / Venue

Diagnostics, 14(11), 1093. (SCI and Scopus Indexed, Impact Factor 3.6, MDPI Q2 journal)

Year

2024

Publication Link

S.No 8
Efficient mitosis detection: leveraging pre-trained faster R-CNN and cell-level classification.

Faculty Name / Authors

Abdul Rahim; Sabeena Beevi

Type of Publication / Venue

Biomedical Physics & Engineering Express, 10(2), 025031. (SCI and Scopus Indexed, Impact Factor 1.3, IOP Publishing)

Year

2024

Publication Link

S.No 9
A Hybrid Attention-based Deep Model for Lung Cancer Subtype Classification from Multimodality Images.

Faculty Name / Authors

Chinnu J., Menon G. C.

Type of Publication / Venue

International Journal on Artificial Intelligence Tools, 33(01). (SCI and Scopus Indexed, Impact Factor 1.1, World Scientific journal)

Year

2024

Publication Link

S.No 10
Multi CNN based automatic detection of mitotic nuclei in breast histopathological images.

Faculty Name / Authors

Abdul Rahim; Sabeena Beevi

Type of Publication / Venue

Computers in Biology and Medicine, 158, 106815. (SCI and Scopus Indexed, Impact Factor 7.0, Science Direct Q1 journal)

Year

2023

Publication Link

S.No 11
Classification of Diabetic Retinopathy disease levels by extracting topological features using Graph Neural Networks.

Faculty Name / Authors

Sumod S., Sumathy S.

Type of Publication / Venue

IEEE Access. (SCI and Scopus Indexed, Impact Factor 3.476, IEEE Q1 journal)

Year

2023

Publication Link

S.No 12
An effective deep learning model for grading abnormalities in retinal fundus images using variational auto-encoders.

Faculty Name / Authors

Sumod S., Sumathy S.

Type of Publication / Venue

International Journal of Imaging Systems and Technology. (SCI and Scopus Indexed, Impact Factor 3.3, Wiley Q2 journal)

Year

2023

Publication Link

S.No 13
Optimized radiomics-based machine learning approach for lung cancer subtype classification.

Faculty Name / Authors

Chinnu J., Gopakumar C., Fathima

Type of Publication / Venue

Biomedical Engineering: Applications, Basis and Communications, 35(05), 2350023. (Scopus and ESCI Indexed, World Scientific journal)

Year

2023

Publication Link

S.No 14
Advancing Road Scene Semantic Segmentation with UNet-EfficientNetb7.

Faculty Name / Authors

Anagha K. J., & Beevi S.

Type of Publication / Venue

International Journal of Engineering and Manufacturing (IJEM), MECS Press.

Year

2023

Publication Link

S.No 15
RetU-Net: An enhanced U-Net architecture for Retinal Lesion segmentation.

Faculty Name / Authors

Sumod S., Sumathy S.

Type of Publication / Venue

International Journal on Artificial Intelligence Tools. (SCI and Scopus Indexed, Impact Factor 1.1, World Scientific journal)

Year

2022

Publication Link

S.No 16
Transfer Learning approach in Deep Neural Networks for Uterine Fibroid detection.

Faculty Name / Authors

Sumod S., Sumathy S.

Type of Publication / Venue

International Journal of Computational Science and Engineering. (Scopus and ESCI Indexed, Inderscience journal)

Year

2022

Publication Link

S.No 17
Pathological categorization of lung carcinoma from multimodality images using convolutional neural networks.

Faculty Name / Authors

Chinnu Jacob; Gopakumar C.; Sivadath B.

Type of Publication / Venue

(SCI and Scopus Indexed, Impact Factor 3.3, Wiley Q2 journal)

Year

2021

Publication Link

Conference Publications

S.No 1
Deep Learning-Based Multi-Class Stroke Classification and Lesion Segmentation from Brain CT Image

Faculty Name / Authors

Sravana Pradeep, Dr. Chinnu Jacob, Nissan Kunju, Kartik Prakash

Type of Publication / Venue

IEEE International Conference on Computing, Communication, Security and Intelligent Systems (IC3SIS 2026), IEEE Xplore

Year

2026

Publication Link

S.No 2
A Deep Learning Framework for Automated Pancreas Localization and Cancer Detection in CT Scans

Faculty Name / Authors

Devananda Rajan, Fousia M Shamsudeen, Chinnu Jacob, Farhana A Rehim, Atal Anil Kumar, D Jude Hemanth

Type of Publication / Venue

International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing

Year

2026

Publication Link

S.No 3
Correction: A fractional-order super-twisting sliding mode approach for dynamic consensus of multi-agent UAV networks

Faculty Name / Authors

Najma Farsana, R Resmi, Chinnu Jacob

Type of Publication / Venue

International Journal of Dynamics and Control

Year

2026

Publication Link

S.No 4
CAI@LTEDI 2026: Multilingual Gender Inclusive Language Generation using Instruction-Guided mT5 Transformer Model

Faculty Name / Authors

Aiswariya P Nair, Sree S Bhagya, Chinnu Jacob

Type of Publication / Venue

Proceedings of the Sixth Workshop on Language Technology for Equality, Diversity, Inclusion (LTEDI 2026)

Year

2026

Publication Link

S.No 5
Deep Learning Technique for Predicting Lung Cancer Using Genome Sequence

Faculty Name / Authors

Rohith P, Dr. Fousia M. Shamsudeen, Dr. Chinnu Jacob, Anjana K. P

Type of Publication / Venue

IEEE International Conference on Innovate for Humanitarian: Tech Solutions for Global Challenges (ICIH 2025), Acropolis Institute of Technology and Research, Indore

Year

2025

Publication Link

S.No 6
mmWave Path Loss Prediction Using Machine Learning and Deep Learning Techniques

Faculty Name / Authors

Harsha Harrison, Chinnu Jacob, Blessy Babu, and R. Resmi

Type of Publication / Venue

Proceedings of the 2025 IEEE 2nd International Conference on Green Industrial Electronics and Sustainable Technologies (GIEST)

Year

2025

Publication Link

S.No 7
Developing Hybrid Decomposition Based Machine Learning Model for Soil Moisture Estimation

Faculty Name / Authors

Ameesha Fathima J and S. Adarsh

Type of Publication / Venue

Proceedings of the 2025 8th International Conference on Circuit, Power and Computing Technologies (ICCPCT)

Year

2025

Publication Link

S.No 8
Deep Learning-Based Tool Segmentation for Sinus Surgery Using Endoscopic Images

Faculty Name / Authors

S. Thasni Fathima, K. Sabeena Beevi and C. Jacob

Type of Publication / Venue

Proceedings of the 2025 Eighth International Conference on Image Information Processing (ICIIP 2025), pp. 477–482

Year

2025

Publication Link

S.No 9
STACKPath: A Stacked Classifier-Based ML Pathway for Histopathological Cancer Detection

Faculty Name / Authors

Devu R, Devi Vinod, Sreya S, V. Mahalekshmi, Chinnu Jacob, and R. Resmi

Type of Publication / Venue

2025 8th International Conference on Circuit, Power and Computing Technologies (ICCPCT 2025), pp. 1297–1302

Year

2025

Publication Link

S.No 10
Detecting AI-Generated Social Media Comments Using BERT-Extracted Semantic Style Features

Faculty Name / Authors

M. Y. S, Y. M. Mohamed and C. Jacob

Type of Publication / Venue

2025 Advanced Computing and Communication Technologies for High Performance Applications (ACCTHPA), Ernakulam, India, 2025, pp. 1-6

Year

2025

Publication Link

S.No 11
Context-Driven Chatbot Development: Leveraging Zephyr-7b with RAG for Improved Response Accuracy

Faculty Name / Authors

S. Jervas, C. Jacob, S. Sundar and D. V. P

Type of Publication / Venue

2025 Emerging Technologies for Intelligent Systems (ETIS), Trivandrum, India, 2025, pp. 1-6

Year

2025

Publication Link

S.No 12
Deep Learning Transformers for Sentiment Classification: A Performance Evaluation

Faculty Name / Authors

S. Supal, S. M. Anzar, C. Jacob and D. Aji

Type of Publication / Venue

2025 6th International Conference on Control, Communication and Computing (ICCC), Thiruvanathapuram, India, 2025, pp. 1-6

Year

2025

Publication Link

S.No 13
An Integrated Deep Learning Approach for Crack Detection and Localization in Tyre Images.

Faculty Name / Authors

Sufail; Chinnu Jacob; Christy

Type of Publication / Venue

2024 IEEE Recent Advances in Intelligent Computational Systems (RAICS)

Year

2024

Publication Link

S.No 14
Facial Recognition and CCTV Integration for Enhanced Security Using Deep Learning Techniques.

Faculty Name / Authors

Irfan; Chinnu Jacob; Resmi R.

Type of Publication / Venue

2024 IEEE RAICS

Year

2024

Publication Link

S.No 15
An Efficient U-Net based Model for Low Grade Glioma Segmentation in MRI Images.

Faculty Name / Authors

Anila; Chinnu Jacob; Resmi R.

Type of Publication / Venue

2024 Second International Conference on Emerging Trends in Information Technology and Engineering (ICETITE)

Year

2024

Publication Link

S.No 16
College Library Face Detection and Management System with Anti-spoofing Mechanism.

Faculty Name / Authors

Mithun; Sumod; Christy D. Ponnan

Type of Publication / Venue

2024 IEEE International Conference on Advances in Computing, Optimization and Information Technology (ACOIT)

Year

2024

Publication Link

S.No 17
Residential Demand Response using Q-Learning with Pursuit Algorithm for Action Selection.

Faculty Name / Authors

Amala; Saritha Jayaraj; Sumod Sundar; T. P. Imthias Ahamed

Type of Publication / Venue

2023 IEEE International Conference on Power Electronics, Smart Grid, and Renewable Energy (PESGRE)

Year

2023

Publication Link

S.No 18
Demand forecasting in smart homes using deep learning techniques.

Faculty Name / Authors

Steephen S.; Sheeba R.; Sumod S.

Type of Publication / Venue

2023 International Conference on Control, Communication and Computing (ICCC)

Year

2023

Publication Link

S.No 19
Transforming Healthcare: Raabin White Blood Cell Classification with Deep Vision Transformer.

Faculty Name / Authors

Rufus; Anzar S. M.; Panthakkan A.; Mansoor W.

Type of Publication / Venue

2023 6th Int. Conf. on Signal Processing and Information Security (ICSPIS)

Year

2023

Publication Link

S.No 20
Analyzing the Performance of Sentiment Analysis using BERT, DistilBERT, and RoBERTa.

Faculty Name / Authors

Archa Joshy; Sumod S.

Type of Publication / Venue

2022 IEEE IPRECON

Year

2022

Publication Link

S.No 21
Efficient DDoS Attack Detection using Machine Learning Techniques.

Faculty Name / Authors

Fathima N.; Sumod S.

Type of Publication / Venue

2022 IEEE IPRECON

Year

2022

Publication Link

S.No 22
Deep CNN Based Approach for Driver Drowsiness Detection.

Faculty Name / Authors

Jumana; Chinnu Jacob

Type of Publication / Venue

2022 IEEE IPRECON

Year

2022

Publication Link

S.No 23
Mask R-CNN with Multi-Backbones — A Comparative Analysis.

Faculty Name / Authors

Rufus; Chinnu Jacob; Anzar S. M.; Panthakkan A.

Type of Publication / Venue

2022 ICSPIS

Year

2022

Publication Link

S.No 24
DeepSkinNet: a deep learning model for skin cancer detection.

Faculty Name / Authors

Abhiram A. P.; Anzar S. M.; Panthakkan A.

Type of Publication / Venue

2022 ICSPIS

Year

2022

Publication Link

S.No 25
Remaining Useful Life and State of Health Assessment for Lithium Ion Batteries Using CNN-BILSTM-DNN Hybrid Method.

Faculty Name / Authors

N. Ansalnakhan; Fousia Shamsudeen

Type of Publication / Venue

2022 IEEE IPRECON

Year

2022

Publication Link

S.No 26
Root Cause Analysis in Power Transformer Failure with Improved Intelligent Methods.

Faculty Name / Authors

Sreelekshmi; Adarsh S.

Type of Publication / Venue

2022 IEEE IPRECON

Year

2022

Publication Link

S.No 27
Emotion recognition from EEG signals using machine learning model.

Faculty Name / Authors

Akshay K. R.; Sumod S.; Shanir P. P.

Type of Publication / Venue

2022 IMPACT Conference

Year

2022

Publication Link

S.No 28
Deep learning techniques for breast cancer analysis: a review.

Faculty Name / Authors

Subuhana N.; Aysha; Sumod

Type of Publication / Venue

2021 Fourth International Conference on Microelectronics, Signals & Systems (ICMSS)

Year

2021

Publication Link

S.No 29
Deep Learning Methods for Lung Cancer Detection, Classification and Prediction — A Review.

Faculty Name / Authors

Ganga Saji; Thanseem; Sumod S.

Type of Publication / Venue

2021 ICMSS

Year

2021

Publication Link

S.No 30
Deep Learning Techniques for Brain Tumor Diagnosis: A Review.

Faculty Name / Authors

Aswathy S.; Saranya T.; Sumod S.; Santhi N.

Type of Publication / Venue

2021 ICMSS

Year

2021

Publication Link

S.No 31
Detection and Localization of Pulmonary Carcinoma Using Deep Learning Approach in Computed Tomography Images.

Faculty Name / Authors

Chinnu Jacob; Gopakumar C.; Sivadath B.

Type of Publication / Venue

International Conf. on Automation, Signal Processing, Instrumentation and Control

Year

2020

Publication Link

S.No 32
Pulmonary nodule detection techniques in CT images: new strategies and challenges.

Faculty Name / Authors

Chinnu Jacob; Gopakumar C.

Type of Publication / Venue

2020 6th Int. Conf. on Advanced Computing and Communication Systems (ICACCS)

Year

2020

Publication Link

White Papers

S.No 1
Accelerating Unit Testing using Generative AI.

Faculty Name / Authors

Ann B Merin (Batch 2022–24)

Type of Publication / Venue

Tata Elxsi Insights

Year

—

Publication Link

S.No 2
Automotive System Requirement Generation using Retrieval Augmented Generation (RAG) and Generative AI.

Faculty Name / Authors

—

Type of Publication / Venue

Tata Elxsi Insights

Year

—

Publication Link