Research Reports
A collection of academic and research reports covering computer vision, medical AI, and machine learning projects.
Computer Vision2025
Semantic StyleGAN
Research report on giving semantic meaning to StyleGAN2 latent space dimensions. Explores techniques for controlled image generation and latent space manipulation.
Abstract:
This report presents a methodology for adding semantic interpretability to the latent dimensions of StyleGAN2, enabling more controlled and meaningful image generation.
GANsStyleGAN2Computer VisionPython
20 pages0.72 MB
Medical AI2025
Pathology Prediction from MRI
Comprehensive study on machine learning approaches for medical pathology prediction using MRI data. Achieved 2nd place in a competitive academic challenge.
Abstract:
Implementation of advanced machine learning techniques for automated pathology detection in MRI scans, with focus on accuracy and clinical applicability.
Machine LearningMedical ImagingMRIClassification
11 pages1.5 MB
Medical Imaging2024
3D Cardiac MRI Segmentation
Technical report on classical computer vision approaches for segmenting 3D cardiac MRI images without deep learning techniques.
Abstract:
Exploration of traditional computer vision methods for accurate 3D cardiac MRI segmentation, demonstrating effective results without neural networks.
Computer VisionMedical ImagingSegmentationClassical Methods
9 pages2.3 MB
Deep Learning2025
Reading Notes on Wavenet
Personal reading notes and summary of the Wavenet architecture and its applications in audio generation.
Abstract:
A concise summary of the Wavenet paper, and analysis of the methodology.
Deep LearningAudio GenerationWavenetNeural Networks
5 pages0.12 MB