Portfolio

This section highlights some of the projects that I have done during my master's studies and professional career.

All
Spatial Analysis
Cartographic Maps
Web Application
AI
Master Thesis
Professional Web Project

Human-Image-Segmentation-with-U-Net-in-PyTorch

An end-to-end human image segmentation project built with PyTorch using a U-Net architecture with an EfficientNet encoder. Includes data preprocessing, augmentation with Albumentations, custom dataset pipeline, training/validation loops, and inference on custom images.

Road-Segmentation-from-Aerial-Satellite-Imagery-using-U-Net-in-PyTorch

A deep learning project for road segmentation from aerial satellite imagery using a U-Net architecture in PyTorch. The notebook includes data preprocessing, augmentation, custom dataset pipeline, Dice + BCE loss optimization, training/validation loops, and inference visualization.

GeoAI Damage Assessment in Gaza

SAMLoRA (Esri) GeoAI model used for damage assessment in the Gaza Strip

Damage Assessment in Haiti Using GeoAI

SAMLoRA (Esri) GeoAI model used for damage assessment in Haiti

Farmer and Herder Conflict Analysis in Nigeria

Analyzed farmer and herder conflict dynamics in Nigeria by integrating geospatial data on herder migration routes,conflict locations, and environmental conditions.

Feature Extraction and Land Cover Classification Using Sentinel-1 GRD Data in Central Austria

Perform Feature Extraction with PCA and GLCM Texture Analysis and Land Cover Classification Using Sentinel-1 GRD Data in Central Austria.

Landslide Risk Assessment in Salzburg Region of Austria

Analyzed Landslide Risk Assessment in Salzburg Region of Austria using SAR Dataset in Google Earth Engine.

Preprocessing SAR Images for Urban Extraction

Perform Feature Extraction with PCA and GLCM Texture Analysis and Land Cover Classification Using Sentinel-1 GRD Data in Central Austria.

Tehran Damage Assessment

Analyze Vegetation, Water, Urban and Fire related damages in Tehran during 2025 conflict

Water Stress Analysis

Analyze Water Availability and Demand in Baden Wuttenberg Germany

Drought Analysis

Analyze SPEI Drought Severity Index in Pakistan

Terrain Analysis

Geomorphometrical analysis of catchment area around Taxenbach's southern part of Salzburg

Visibility Analysis

visibility analysis for a hotel in Salzburg using line of sight and viewshed techniques in ArcScene

Network Analysis

Planning routes and Service area proximity for waste glass collection by trucks

Weighted Overlay and Cost Distance Analysis

Suitable sites identification for tourist hotels in Austria using weighted overlay and cost path analysis

Spatial Interpolation

Inverse Distance Weighted Method were applied to Temperature Datasets of Czech Republic and Quality Assessment of that method

Local Spatial Autocorrelation

Anselin Local Moran ‘s Statistical Method were used to identify Moons Crater Origin

Multivariate Regression and Spatial Lag Model

To analyse correlation between employment rate and Average GCSE Score by using Multivariate Regression

Football Field Mapping Using UAV Drone

Performed UAV Images processing and modelling to create Orthomosaic image and Dem of a football field

Temperature Change Analysis Using Google Earth Engine

Analyzing change in temperature from past 5 years in different cities of Pakistan

Master Thesis

Using geotagged photos to design Etosha National Park map set

Tam Giang Lagoon Water Quality Web Application

This web application was built using Esri Experience Builder that visuaizing time series data of water quality in Tam Giang Lagoon, Vietnam

Webmap of US Population State wise

Mapbox GL JS was used to developed webmap that visualization population statistice of US states Interactively

Google Earth Tweets Visualization Using JAVA

3D Model of Terrain

Land Cover Change of Paksiatn Web Application

This application visualizing land cover change in term of urban, vegetation and water from 2017 to 2023

Tourism Web Application

This Web Application visualizes Tourism Places of Pakistan like historical and cultural places, mountain peaks and national park. This web map help user to get more details about tourist places in an interactive manner

Thematic Cartographic Map Collection

In this master course I explored different types of thematic cartography method such as choropleth maps, dot density maps, multivariate maps and others.

Design in Geovisualisation

A course teaching the various methods of taking a boring map and making it into something beautiful and captivating

Wine Quality Prediction Using Random Forest Machine Learning Model

Prototype location based land ownership portal using Leaflet

A prototype location-based land ownership portal to acquire projects for my company using leaflet and Geoserver in which users can check ownership status before buying and selling the properties.

Reachability Web Map of Islamabad Using Leaflet Reachability Plugin

This web map shows an areas of reachability based on time or distance for different modes of travel using the openrouteservice isochrones API.

Lightning Intensity Potential Forest Fire web map using Maplibre GL JS

Web map that visualize lightning data overlayed with land cover and forest layers to assess the impact of lightning on forest fires

Asset level Air Pollutants Webmap

Web map that visualizes different pollutants like NO2, SO2 and their exposure towards population in Indian Gangetic Plane using Mapbox GL JS

Bilal - Portfolio