Research programme

Projects & research.

Research studies, software and prototypes from across the NPerseus team.

Projects across the team

Research studies, prototypes and software described in public profiles. Status, roles and funding follow each source record; a profile entry does not by itself establish a released product.

74 matching profile project records · Page 4 of 7

Member project

High-Capacity Reversible Data Hiding in Encrypted Images

Ajit Kumar Yadav
Member project

House Price Prediction

Aditya Kumar Chaudhary

built an end-to-end regression pipeline with pandas, scikit-learn and gradient boosting, exposed through a FastAPI service.

Member project

Image-prediction and inpainting experiments

Ayush Kumar

Built experimental image-prediction and inpainting software, including training, checkpointing and evaluation tools, using third-party methods and libraries.

Member project

IoT Prototypes

Aditya Kumar Chaudhary

developed NodeMCU-based home automation and an LPG/smoke leakage detector.

Member project

JeevanSetu

Ayush Kumar
Member project

Kartikeya

Ayush Kumar

Primary developer of Kartikeya, a Mindustry server-management plugin covering Discord integration, administration, voting, map workflows and player history.

Member project

Language-learning speaking-practice project (announced)

Priyanshu Yadav

co-announced a collaborative project focused on accessible conversational practice.

Member project

Linux Li-Fi Drivers

Ishan Panwar

experimental Raspberry Pi/Linux driver project for light-based data communication, published as Laser-Driver.

Member project

MASUL

Dr Pallavi Ranjan

A Data-Driven Game-Based Learning System for Ethical AI Use in Academia — UOW Dubai-funded project listed in 2025; AED 29,250 over 18 months. Pallavi Ranjan is a listed investigator alongside Farhad Oroumchian, Zeenath Reza Khan, Nkqubela Ruxwana, Dare Pitan, Veronika Krasnican and Mohamed Fawaz. Supports the Swiss MENA Project with CurveUp and the European Network for Academic Integrity. Current completion status is not stated.

Member project

Medical Literature Assistant

Shaili Bansal

a prototype retrieving PubMed literature and generating answers with retrieved sources.

Member project

Medicine Donation System

Ganesh Immanni

developed a PHP and MySQL web portal for donating unused medicines.

Member project

Model-pruning and adapter-recovery tooling

Ayush Kumar

Built experimental pipelines for model pruning and adapter-based recovery.

Browse all 74 profile project records
Explore the research areas that connect this work.

Security of Neural Networks

Defending deep models against adversarial examples, backdoor and data-poisoning attacks — and understanding when and why they fail.

Adversarial MLBackdoor DefenseRobustness

Data Hiding & Watermarking

Reversible data hiding in encrypted images, image and text steganography, and robust watermarking for ownership and integrity.

Reversible Data HidingSteganographyWatermarking

Multimedia Forensics

Detecting manipulated and GAN-generated media — deepfakes, splicing and median-filtering traces.

Deepfake DetectionImage ForensicsAuthenticity

Trustworthy & Private AI

Federated and privacy-preserving learning, explainable and trustworthy models, and methods for limiting the disclosure of training data.

Federated LearningExplainable AIPrivacy