Sl. No.Name of ScholarInstitutionProject NamePaper Description
1AKHILARAJ DCollege of Engineering TrivandrumInvestigation of Structure-Aware Deep Learning Models for Image Denoising on Real and Synthetic DataThe paper titled IDANet: Identity-Driven Attention Network for Image Denoising has been accepted for presentation at ICVGIP 2025. It proposes an efficient attention-guided image denoising framework that preserves structural details while effectively suppressing noise. The method emphasizes robustness, scalability, and computational efficiency, making it suitable for real-world image restoration tasks.
2JOAQUIM IGNATIOUS MONTEIROCollege of Engineering Trivandrummusic source separation using deep learning technquesComparative Analysis of DFT-PE and RoPE with Instance-Aware Attention for Music Source Separation. International Conference on Emerging Trends in Signal Processing & Computational Intelligence (ICSPCI 2025), December 03-05, 2025
3RAJASREE RCollege of Engineering TrivandrumHuman Action Recognition1) Paper titled “Comparative Analysis of Dataset Balancing and Augmentation Techniques for Pedestrian Action Recognition Using the JAAD Dataset” presented at the IEEE International Conference on Smart and Intelligent Systems 2025, 19- 20 December 2025.

2) Paper titled “Comparative Analysis of CNN and CNN-RNN Models for Pedestrian Action Recognition using JAAD Dataset” presented at 2025 4th International Conference on Advances in Computing, Communication, Embedded and Secure System June 2025
4VINYA VIJAYANCollege of Engineering TrivandrumRetinal Image Analysis using Deep Learning TechniquesRetinal Image Classification of Fundus Images Using Deformable Attention Transformer,” 2025 International Conference on Power, Instrumentation, Control, and Computing (PICC), Thrissur, India, 2025.
5RINI VIJAYANCollege of Engineering TrivandrumFace Presentation Attack DetectionR. Vijayan and S. A, “Image-Driven Face Presentation Attack Detection in Biometric Systems,” 2025 Emerging Technologies for Intelligent Systems (ETIS), Trivandrum, India, 2025, pp. 1-6, doi: 10.1109/ETIS64005.2025.10961132
6LINU SHINECollege of Engineering TrivandrumDRIVER ACTION RECOGNITION FOR ENHANCED VEHICLE SAFTEY SYSTEM; Adversarial RobustnessAccurate Timestamped Driver Action Recognition Presented at RAICS 2025 7th international conference. The project focuses on driver action recognition using a hybrid transformer architecture that combines Vision Transformer (ViT) for spatial feature extraction and TimeSformer for temporal modeling using AI City Challenge 2024 Track 3 dataset. The system accurately identifies driver actions from multi-view in-vehicle videos and predicts their corresponding start and end timestamps.
7SUDHEER TMGovernment Engineering College ThrissurFederated learningPresented a paper in ICETEST 2025 at Government Engineering College Thrissur
8DEVIKA R GCollege of Engineering TrivandrumInvestigations on Modern Deep Learning Techniques for the Early Detection of Glaucoma in Retinal ImagesPresesnted the paper titled “UNet-Mamba Fusion for Automated Glaucoma Screening via Cup-to-Disc Ratio Estimation” on ICVGIP 2025 from December 17 to 20, 2025, Organized by IIT Mandi.
9RINAS T NAZEERGovt. College of Engineering, KannurSINGLE IMAGE SUPER RESOLUTIONPresented a paper titled “A Survey on the State-of-the-Art Deep-Learning Models for Qaudripled Super-Resolution”, on Recon iii 2025, organized by Research forum, NITcalicut in collaboration with UNESCO-MGIEP
10PARVATHY P CHANDRANGovt. College of Engineering, KannurVisual ForecastingA Hybrid Unet-ConvLSTM (UConvLSTM) DeepLearning Model for Next Frame Prediction in Computer Vision – International Conference on Innovation, Inclusion, and Inspiration for a Sustainable Future at NIT Calicut (Recon iii-2025)
11SANDHYA L SCollege of Engineering TrivandrumMedical DeepFakes DetectionLeveraging 3D CNNs for Robust Detection of GAN – Generated Medical Image Forgeries
12RAJITHA P RCollege of Engineering TrivandrumImage inpaintingEighth International Conference on Artificial Intelligence and Soft Computing – AISC 2024