RESEARCH SOFTWARE / ASSISTIVE TECHNOLOGY / GENERATIVE AI
Four flagship projects spanning doctoral research software, assistive products, generative modeling, and a multilingual capstone. Explore the methods, implementation choices, and evidence behind each build.
01 / FLAGSHIP PROJECTS
Ph.D. research & research software
A research platform bringing together report-guided SPECT/CT segmentation, multi-planar visualization, quantitative analysis, and structured export.
My work: segmentation methods and research software at CMIT Lab.
0.73 → 0.80 mean organ Dice after SPECT refinement · independent test cohort
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Assistive technology & entrepreneurship
Assistive computer vision for people with visual impairments, connecting early navigation prototypes with the development of AI-powered devices at Oculosense.
My role: Co-founder & CTO, September 2021–August 2023.
12 FPS object detection in the early navigation prototype
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Master’s thesis · Generative AI
An ACGAN study of class-conditioned synthetic skin-image generation, exploring the effects of generator/discriminator optimization in a small-data setting.
My work: M.Tech. thesis research, training experiments, and analysis.
228 original images · 2 classes · 64×64 generation
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Bachelor’s capstone · Conversational AI
A Telegram-based conversational prototype combining sentiment analysis, rule-based dialogue, and translation support for multilingual interaction.
My contribution: conversational interface and model/API integration in a four-person team.
Recurrent model → dialogue routing → Telegram + translation
Explore the case study02 / ASSISTIVE & ENGINEERING PROTOTYPES
November 2018 – April 2019
EEG-based three-direction control and emergency stopping in a wheelchair prototype.
Built with hardware costing under INR 35,000, with an emergency stop within two seconds of actuation.
February 2020
A brainwave-controlled text-entry prototype with keyboard navigation and word recommendations.
December 2019 – April 2020
Bicycle booking for E-Commute, connecting database management, automatic locking, and GPS location.
03 / FUN PROJECTS & EXPLORATIONS
Early experiments in robotics, vision, language, and brain–computer interfaces.
9 projects
October 2018
Wi-Fi control of a robot that grasps an object and places it at a target.
March 2019
A smartphone-controlled microcontroller robot for mini-soccer.
March 2019
An autonomous robot following a contrasting path, developed toward maze-navigation behavior.
June–July 2019
A computer vision exploration for recognizing sign-language gestures.
July 2019
A deep LSTM text classifier using clinical discharge summaries to identify diabetes-related records.
August–September 2019
A Kaggle retinal-image classification project focused on diabetic retinopathy.
October 2019
A self-trained obstacle-avoidance robot using ultrasonic sensor measurements.
November 2019
3D hand gestures mapped to eight-way Mecanum-wheel motion using Leap Motion and Processing.
October 2019
A Processing game that uses EEG-derived concentration to control a levitating ball.