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Projects

Things I have built

Applied research and engineering work, from early exploration to deployed systems. Each project documents its role, approach, and measured outcome.

10 projects
Computer Vision / Developer ToolsFeaturedSep 2026

DeshiA: Open-Source Image Annotation Workstation

A fully local, structured annotation workstation for computer vision dataset creation

DeshiA is an open-source image annotation workstation designed for structured computer vision dataset creation. Inspired in part by CVAT, it provides a professional annotation workflow through both a web interface and a Tauri desktop application, with local filesystem storage and SQLite-based persistence.

  • Next.js
  • React
  • TypeScript
  • Tailwind CSS
  • shadcn/ui
  • Zustand
  • +9 more

0 stars on GitHub0 forks on GitHubTypeScript

Medical AI / Medical ImagingFeaturedSep 2026

MedLoop AI: A Local Human-in-the-Loop Explainable Medical Imaging System

Interactive medical image annotation, explainable AI, and continuous model refinement through validated human feedback.

MedLoop AI is a fully local Human-in-the-Loop medical imaging research system that explores how validated human feedback can be incorporated into successive AI model versions. It combines medical image classification, explainable AI, interactive annotation, human validation, iterative retraining, and model versioning within a single workflow.

  • Python
  • PyTorch
  • EfficientNet-B0
  • Grad-CAM
  • FastAPI
  • Next.js
  • +7 more

0 stars on GitHub0 forks on GitHubTypeScript

Medical AI / Medical ImagingFeaturedAug 2026

Cardio Vision AI

Multimodal Cardiovascular AI for Echocardiography, CCTA, and ECG

A research prototype integrating trained AI models for echocardiography, CCTA, and 12 lead ECG analysis with explainability, evidence aggregation, and MedGemma assisted reporting.

0.9044

Dice

Echocardiography test Dice on the CAMUS held out split of 75 patients and 300 image/mask pairs.

0.8282

IoU

Echocardiography test IoU on the CAMUS held out split of 75 patients and 300 image/mask pairs.

  • Python
  • PyTorch
  • FastAPI
  • React
  • Streamlit
  • SQLite
  • +8 more

0 stars on GitHub0 forks on GitHubPython

IoT / Embedded Systems / AI / MLFeaturedJan 2025 – Jun 2025

Tello AI Smart Learning Toy

tello-ai-smart-learning-toy

An undergraduate IoT project that integrates ESP32-CAM based object detection, Edge Impulse machine learning, OLED visual feedback, and text-to-speech audio interaction into a portable interactive learning device.

Implemented

Real-Time Object Detection

Demonstrated on the ESP32-CAM based embedded object detection system.

Implemented

Visual Feedback

Object recognition output displayed through the integrated OLED interface.

  • ESP32
  • ESP32-CAM
  • Edge Impulse
  • Arduino IDE
  • Python
  • Machine Learning
  • +9 more

0 stars on GitHub0 forks on GitHubC++

Healthcare AI / Medical ImagingFeatured

NeuroVision AI

Explainable Brain MRI Classification

End-to-end deep learning system for three-class brain tumor classification using an ImageNet-pretrained EfficientNet-B0 model.

91.14%

Accuracy

90.27%

Macro F1

  • Python
  • PyTorch
  • EfficientNet-B0
  • Grad-CAM
  • FastAPI
  • React
  • +2 more
Healthcare AI / Medical ImagingFeatured

RetinaVision AI

Explainable Retinal Image Analysis

End-to-end deep learning system for multi-label retinal disease classification, retinal vessel segmentation, and Grad-CAM explainability.

0.81210

ODIR validation ROC-AUC

0.55224

ODIR validation Macro F1

  • Python
  • PyTorch
  • ResNet50
  • U-Net
  • EfficientNet-B0
  • Grad-CAM
  • +2 more
Mobile Development

RecycleAPP

Android Application

Flutter-based Android application for recycling awareness and management with Firebase integration.

  • Flutter
  • Firebase
  • Android Studio
Web Development

Deshi Gadgets

E-Commerce Website

Full-stack e-commerce website built on Java Servlets, JSP and Bootstrap with MySQL integration.

  • Java JDK 21
  • Servlets
  • JSP
  • Bootstrap
  • MySQL
  • Maven
  • +2 more