Core Research Specialization

Remote Sensing

Analysis of satellite and aerial imagery for environmental monitoring, urban planning, and geospatial applications.

2 Researchers 2 Projects 2 Publications

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In-Depth Overview

Research Focus & Scope

Remote Sensing at ICVRL addresses global environmental and urban challenges through satellite, aerial, and drone imagery analysis. We build planetary-scale AI models to monitor land use, climate shifts, agricultural yield, and natural disaster impacts.

Methodological Approach

How We Conduct Research in Remote Sensing

We design specialized models capable of ingesting multispectral, hyperspectral, and Synthetic Aperture Radar (SAR) data. Our pipelines utilize geo-spatial embeddings, domain adaptation, and scale-invariant convolutional backbones.

Impact & Deployments

Real-World Applications

Satellite land cover change and deforestation tracking

Agricultural crop health monitoring and yield forecasting

Flood, wildfire, and earthquake damage assessment

Urban development and infrastructure growth mapping

Maritime vessel tracking and oceanic monitoring

Lab Projects

Projects in this Domain

All Projects

SkyWatch: Real-Time UAV Object Detection System

A real-time object detection system optimized for UAV-mounted cameras with edge computing capabilities.

active Code

TerraVision: Satellite Image Analysis for Environmental Monitoring

Deep learning-based satellite image analysis platform for land use classification and environmental change det...

active Code

Scholarly Output

Recent Publications

All Publications

conference

Real-Time Object Detection in Aerial Imagery Using Lightweight Transformers

Ahmad Khan, Ali Raza, Shams ur Rehman

Computer Vision and Pattern Recognition (CVPR), 2025

journal

Multi-Spectral Satellite Image Classification Using Hybrid CNN-Transformer Architecture

Ali Raza, Shams ur Rehman, Ahmad Khan

Remote Sensing of Environment, 2024

Tech Stack & Tools

GDAL Rasterio TorchGeo Google Earth Engine PyTorch GeoPandas QGIS OpenCV

Active Researchers

Shams Rehman

Director & Senior Lecturer

Ali Raza

MS Researcher

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Interested in conducting MS/PhD research or undergraduate projects in Remote Sensing?

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