A Comparative Analysis of Latent Diffusion Models and Conditional Flow Matching
Kurious Fox Generative models represent a cornerstone of modern artificial intelligence, aiming to learn the underlying probability distribution of a…
AI-Machine Learning – Statistics – CS
Understanding MRI scan outputs and viewing them with FSL
An MRI scan often produces many .nii (NIfTI) files because of the complexity and richness of MRI data.…
MONAI-Medical Open Network for Artificial Intelligence
MONAI is an open-source framework designed for deep learning in medical imaging. MONAI (Medical Open Network for AI)…
An Introduction to Flow Matching and Conditional Flow Matching
An Introduction to Flow Matching Flow Matching is a powerful and relatively new framework for training generative models.…
Parameter-Efficient Fine-Tuning: A New Paradigm for Advancing Medical Image Analysis
1. Introduction: The Imperative for Efficiency in Adapting Foundational Models for Medical Imaging The advent of foundation models,…
Grad-CAM: definitions, applications and drawbacks
Grad-CAM, which stands for Gradient-weighted Class Activation Mapping, is a technique used in artificial intelligence (AI) to understand…
How to change working directory in Colab
In Google Colab, cd changes the directory only within the current cell. However, Colab resets the working directory…
Pip package installation specifications and Error fixed: pip install -U ‘accelerate>=0.26.0’ ERROR: Invalid requirement: “‘accelerate”: Expected package name at the start of dependency specifier ‘accelerate
Error detected: The error suggests that the package name isn’t correctly formatted. Try using double quotes or removing…
A comparison between forward feature selection with cross-validation, forward selection guided by AIC/BIC, and Lasso regularization with Python Code
Forward feature selection with cross-validation incorporates cross-validation at each step to get a reliable estimate of how well…
Effective Python Keyword Detection Techniques
You can detect keywords in a given text with Python using various techniques, starting from basic string operations…