June 9, 2025·Cybersecurity·10 min read
Quantum-Resistant Medical Image Encryption
An interactive exploration of post-quantum cryptography for securing medical imaging data against future quantum computing threats.
Notes & essays
Writing
Explanations of methods I work with, advice I wish I had as a PhD student, and the occasional detour. Older pieces live on my earlier blog and open in a new tab.
All Posts
November 1, 2023·Deep Learning·9 min read
Fuzzy Cross-Entropy Loss Function in Image Segmentation (Part 2)
Advanced applications and optimizations of fuzzy cross-entropy loss in medical image segmentation.
September 1, 2023·Deep Learning·8 min read
Fuzzy Cross-Entropy Loss Function in Image Segmentation
Understanding and implementing fuzzy cross-entropy loss for more robust image segmentation models.
August 20, 2023·Image Processing·6 min read
Fuzzy-Based U-Net Model
Exploring the integration of fuzzy logic with U-Net for improved medical image segmentation.
August 5, 2023·Deep Learning·7 min read
U-Net Model and Its Limitations
An in-depth analysis of the U-Net architecture for image segmentation and its current limitations.
July 1, 2023·AI Ethics·8 min read
Deepfakes: The Double-Edged Sword of Synthetic Media
Examining the implications and challenges of deepfake technology in media and society.
June 2, 2023·Image Processing·7 min read
Developing a Novel Segmentation Technique
Exploring innovative approaches to medical image segmentation for improved diagnostic accuracy.
May 12, 2023·Research·6 min read
Skills Requirement for PhD in Medical Image Analysis
Essential skills and knowledge areas needed to excel in medical image analysis research.
May 10, 2023·Research·5 min read
PhD in Medical Image Analysis
Research objectives and approaches for PhD studies in medical image analysis, focusing on segmentation techniques.