Harshit Makwana

Computer vision / Project overview

Satellite Image Change Detection

Developed a system to detect spatial changes over time using satellite imagery and advanced image processing techniques. The solution combines deep learning models, clustering, and dimensionality reduction for environmental and urban insights.

Harshit Makwana

Technologies & methods

  • Image processing
  • Deep learning
  • Clustering
  • Dimensionality reduction

VehiSense Pro

I developed a vehicle-monitoring system with fine-tuned YOLOv8, tracking and event-detection logic, connected to a FastAPI web application through WebSockets.

Roadway Solutions

I developed road-inspection workflows using fine-tuned YOLO, ByteTrack, MiDaS and SAM 2, with OpenVINO experiments for inference performance.

Image Inpainting Using GANs

I developed a GAN-based image-inpainting model, trained it on artificially masked images and built a Streamlit interface for uploading images and viewing restorations.