Projects

AIDE - Artificial Intelligence Guide for Visually Impaired

Description: Developed AIDE, an audio guide for the navigation and assistance of visually impaired people. The project is an improved implementation of the YOLO v3 algorithm for object detection and classification, and the Canny edge detection algorithm for lane detection and navigation.

Technologies: Python, OpenCV, YOLO v3, Computer Vision, Edge Detection

STOCKDL - Efficient Prediction of Annual Yield from Stocks Using Hybrid Deep Learning

Description: A financial deep learning library for stock price prediction and comparison with traditional investment strategies. The library is based on LSTM neural networks and Conv1D + LSTM neural networks.

Technologies: Python, TensorFlow, LSTM, Conv1D, Financial Analysis

IMGPROVE - Image Super-Resolution

Description: Developed a deep-learning solution to improve the quality of low-resolution images. This API upscales a 100x100 image to 400x400. It also helps optimize data storage on cloud-based servers without significantly compromising image quality.

Technologies: Python, Deep Learning, Image Processing, API Development

Team Projects

AGNI: Advanced Guard for Navigating Internet

Description: Developed as the major (thesis) project for the Bachelor of Technology (CSE). A custom, client-side safe browser that blocks obscene images using computer vision algorithms and a deep neural network (MobileNet), and obscene text using a BERT classifier. For videos, we used video-summarisation techniques to extract keyframes and checked them for obscenity using the image model.

Technologies: Computer Vision, MobileNet, BERT, Video Processing, Web Development

VIHANCED: Video Super Resolution for Edge Devices

Description: Developed as Minor Project for Bachelor of Technology (CSE). Published in DELCON 2023.

Technologies: Video Processing, Edge Computing, Deep Learning

Mallaca Trade: Fostering Singapore-India Trade using AI and BlockChain

Description: OCR to digitize the forms issued by ACRA (Singapore) and the Ministry of MSME (India). Blockchain-based smart contracts to establish trust between partners and handle legal implications.

Technologies: OCR, Blockchain, Smart Contracts, AI

Re-Energise

Description: Rooftop area calculation from satellite images to estimate the energy savings from painting roofs with a more reflective color.

Technologies: Satellite Image Processing, Computer Vision, Energy Analysis

Sangmanch

Description: Automated portal for internal coordination between the Indian Council for Cultural Relations (ICCR) and Indian cultural centres abroad.

Technologies: Web Development, Automation, Database Management