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
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 7 of 7
Member projectVyvsai (Team-Vyvsai)
Ayush Kumar
contributed to a React-based tender discovery and bidding platform with account, tender-browsing, subscription and document-upload interfaces.
Member projectXenoforge / Forge-Core
Ayush Kumar
Primary developer of Xenoforge / Forge-Core, a game and modular engine in development, with contributions from Ayush Negi and use of third-party tools and libraries.
Browse all 74 profile project records
- AI-Assisted Multimodal Framework for Earthquake Vulnerability Assessment of Structures · Dr. Anurag Goel
- An App for Transforming Raw EMRs into Actionable Summaries · Dr. Rajeev Kumar · Dr. Anurag Goel
- Development of AI-Based Solution for Analysing, Benchmarking and Quality Monitoring of Cybersecurity Audit Reports and Performance Monitoring of Auditing Organisations · Dr. Anurag Goel
- Development of Deep Learning based Multi-Sensor Fusion Framework for Multi-Target Surveillance System · Dr. Anurag Goel
- Development of immersive content forensic marking and watermarking technology · Dr. Rajeev Kumar
- Intelligent Surgical Scheduling and Doctor Roster Synchronisation System with Automated Patient Reminders for Multi-Speciality Eye Care Facilities/Hospitals · Ms. Anukriti Kaushal
- RECAP · Dr. Rajeev Kumar
- SMIF-Net: A Robust Multi-Domain Learning Framework for Social Media Image Forensics · Ms. Anukriti Kaushal
- TagExDF · Dr. Rajeev Kumar
- 3DHyCA hyperspectral denoising · Shray Gupta
- Adaptive Multimodal Fusion · Shray Gupta
- AI Backdoor Defense · Ishan Panwar
- AI Desktop Voice Assistant · Mohammad Aakil
- AI-Powered Metro Train Operations Management System (2025) · Shaili Bansal
- Android Malware Characterization research · Mahaveer Prasad
- Attendance platform · Ayush Kumar
- Backdoor Attacks and Detection in Data Distillation (ongoing) · Priyanshu Yadav
- Carotid Artery Segmentation · Ajit Kumar Yadav
- CNN Predictor for Reversible Data Hiding in Encrypted Images · Aditya Kumar Chaudhary
- ContextGuard · Ayush Kumar
- CryptoScore (BlockCreditScore) · Ayush Kumar
- Dataset-distillation tooling · Ayush Kumar
- Design and Development of Robust Models for Social Media Image Forensics · Meenakshi Diwan
- Dockingcode (DocingCodeV1) · Ayush Kumar
- Doctoral thesis research — Development of Data Hiding Methods for Content Protection in Medical Domain · Dr. Sonal Gandhi
- DTU Research Portal (historical) · Ayush Kumar
- Embotic Android app (historical contribution) · Ayush Kumar
- Enabling Technologies for Trustworthy Artificial Intelligence · Nikhil Gupta
- Esperal · Ayush Kumar
- Exchange-platform customization · Ayush Kumar
- Face Anti-Spoofing Detection System · Priyanshu Yadav
- Flexi-Store learning prototype · Ayush Kumar
- Flutter Animated Stopwatch · Kushagra Gupta
- Flutter Note Keeper · Kushagra Gupta
- GitHub Reviewer Tool (GithubScraperTool) · Ayush Kumar
- Grid-based code-golf tooling · Ayush Kumar
- High-Capacity Reversible Data Hiding in Encrypted Images · Ajit Kumar Yadav
- House Price Prediction · Aditya Kumar Chaudhary
- Image-prediction and inpainting experiments · Ayush Kumar
- IoT Prototypes · Aditya Kumar Chaudhary
- JeevanSetu · Ayush Kumar
- Kartikeya · Ayush Kumar
- Language-learning speaking-practice project (announced) · Priyanshu Yadav
- Linux Li-Fi Drivers · Ishan Panwar
- MASUL · Dr Pallavi Ranjan
- Medical Literature Assistant · Shaili Bansal
- Medicine Donation System · Ganesh Immanni
- Model-pruning and adapter-recovery tooling · Ayush Kumar
- MRI Brain Tumor Segmentation · Ajit Kumar Yadav
- Multi-Signal Backdoor Defense research · Mahaveer Prasad
- NES2ELF Static Recompiler · Ishan Panwar
- NPerseus Research Platform · Ayush Kumar
- Pneumonia Detection · Aditya Kumar Chaudhary
- Protocol-Aware Robustness Evaluation research · Mahaveer Prasad
- PS2Translate · Ishan Panwar
- Quantum Computing and Cryptography Lab · Dr. Ankur
- QuickDraw Online Game · Priyanshu Yadav
- RapidNew · Ayush Kumar
- Recipe Bazaar · Mohammad Aakil
- Remote Sensing Cube Classification · Shray Gupta
- Risk-Aware Poisoning Defense · Shray Gupta
- Scann2Eat · Mohammad Aakil
- Self-Correcting Code Agent · Shaili Bansal
- Self-Healing RAG · Shaili Bansal
- ShortcutProbe research · Mahaveer Prasad
- TheSelectors · Ayush Kumar
- Towerdefense · Ayush Kumar
- Translation Service (Transaltion-Service) · Ayush Kumar
- Trust-Aware Underwater Routing · Ishan Panwar
- Vehicle Insurance MLOps · Ajit Kumar Yadav
- Vehicle Number Plate Extraction · Ganesh Immanni
- VPN-Detect Collector (vpn-collector-android) · Ayush Kumar
- Vyvsai (Team-Vyvsai) · Ayush Kumar
- Xenoforge / Forge-Core · Ayush Kumar
Explore the research areas that connect this work.
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