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Project / 001 Computer Vision · 2026

Deepfake Detection via Temporal Vision Transformer

A video deepfake detection system combining EfficientNet for per-frame spatial feature extraction with a Temporal Vision Transformer for sequence-level reasoning, achieving 96.08% accuracy on the evaluation dataset.

Video→ Frame extraction→ EfficientNet-B4 features→ Temporal ViT→ Classification

Domain Video deepfake detection · computer vision

Architecture EfficientNet-B4 for per-frame spatial features, Temporal Vision Transformer for sequence-level reasoning

Evaluation 96.08% accuracy on the evaluation dataset

PyTorch EfficientNet Vision Transformer OpenCV Computer Vision

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Eval accuracy

96.08%

EfficientNet-B4 + ViT
Video classification

Project / 002 AI Security · 2026

SecureAgent

Evaluating the security of AI agents and tool-calling workflows against prompt injection and unsafe tool usage. Exploring red-team driven attack simulation, policy enforcement mechanisms, and security validation approaches to strengthen agent behavior before deployment.

Agent + tools→ Red-team simulation→ Policy enforcement→ Security validation

Domain AI agent and tool-calling security

Threat model Prompt injection and unsafe tool usage

Approach Red-team driven attack simulation, policy enforcement mechanisms, security validation

Python LLMs Prompt Injection AI Security Red Teaming

In Progress · Capstone

Focus

Prompt Injection · Tool Misuse
Policy Enforcement · Red Teaming

Society Operations Platform

In Progress · Open Source

A residential society management platform for complaint tracking, visitor management, and worker coordination, with role-based workflows and complaint escalation flows. Piloting with 10 of 80 flats ahead of full rollout.

Flutter Firebase Dart

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AI-Based Smart Traffic Signal System

Computer Vision & Regression

Dynamic signal controller using object detection and vehicle count estimation. Regression-based time control for real-time traffic optimization at intersections.

YOLOv5 OpenCV Python

WhatsApp Automation Tool

Selenium Automation

Python tool to auto-send scheduled messages and media via WhatsApp Web. CSV-based input personalization for bulk automation tasks.

Python Selenium