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 2 of 7

Member project

AI Desktop Voice Assistant

Mohammad Aakil

developed a voice-driven desktop assistant integrating automation and information-retrieval tasks.

Member project

AI-Powered Metro Train Operations Management System (2025)

Shaili Bansal

a prototype integrating Excel, PDF and CSV operational data, train-readiness dashboards and train-induction scheduling.

Member project

Android Malware Characterization research

Mahaveer Prasad

the published study classifies Android malware using high-level behavioral features.

Member project

Attendance platform

Ayush Kumar

Built an attendance and organization-management platform with mobile and kiosk clients, an administrative dashboard and backend services.

Member project

Backdoor Attacks and Detection in Data Distillation (ongoing)

Priyanshu Yadav

investigates vulnerabilities in distilled datasets and develops poisoned-sample detection methods using feature-space analysis, layer-wise representation consistency, Mahalanobis distance and feature similarity.

Member project

Carotid Artery Segmentation

Ajit Kumar Yadav

public TensorFlow/Keras U-Net notebook for ultrasound-image segmentation.

Member project

CNN Predictor for Reversible Data Hiding in Encrypted Images

Aditya Kumar Chaudhary

M.Tech thesis work on prediction for privacy-preserving image data hiding.

Member project

ContextGuard

Ayush Kumar

Built ContextGuard, a device-access control project spanning mobile apps, an administrative interface and smart-contract components, following an earlier native Android app-blocking prototype.

Member project

CryptoScore (BlockCreditScore)

Ayush Kumar

TypeScript, React and Express prototype for exploring Ethereum wallet activity through transaction analysis, scoring rules and dashboards; not a validated credit-rating service.

Member project

Dataset-distillation tooling

Ayush Kumar

Built experimental dataset-distillation software for data synthesis, evaluation and experiment tracking.

Member project

Design and Development of Robust Models for Social Media Image Forensics

Meenakshi Diwan

full-time Ph.D. research under Rajeev Kumar, with Anurag Goel as co-supervisor at DTU.

Member project

Dockingcode (DocingCodeV1)

Ayush Kumar

React and Node.js documentation prototype that analyses repository source, generates AI-assisted descriptions and publishes them to a GitHub wiki with progress updates.

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