How to load MRI images using monai
How to load .nii using monai To load a .nii or .nii.gz file using MONAI, you typically use LoadImaged (for dict-style data) or LoadImage (for raw image loading). ✅ Option 1: Quick Load with LoadImage…
Generate Images and Videos at Low Cost with Vertex AI
Harnessing the power of Google’s state-of-the-art generative AI models, Imagen 4 for image creation and Google Veo for video production, is now more accessible than ever through the Vertex AI platform. By leveraging the Vertex…
A Comparative Analysis of Latent Diffusion Models and Conditional Flow Matching
Generative models represent a cornerstone of modern artificial intelligence, aiming to learn the underlying probability distribution of a given dataset and subsequently synthesize novel samples indistinguishable from genuine data. Recent years have witnessed transformative advancements…
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. To follow this post, one can download the BraTS dataset on Kaggle. Here’s a breakdown of why…
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) is an open-source, community-supported framework built on PyTorch, specifically designed to accelerate and streamline the development, training,…
The legendary scholar and strategist Nguyen Trai and the Legend of the snake’s revenge
When Nguyễn Trãi joined the Lam Sơn uprising, he proposed a brilliant plan to spread the reputation of the rebel army. Nguyễn Trãi had the clever idea of using animal fat to write eight words…
Exploring the Significance of Fantasy Creatures/Goddess in Vietnamese Culture: From Dragons to the Guom Pond Turtle
From Dragons to the Guom Pond Turtle, let us uncover the rich tapestry of myth and legend that permeates Vietnamese folklore. In this culture, dragons are not merely symbols of power and strength; they embody…
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. It has quickly become a state-of-the-art method, rivaling and in many cases surpassing established techniques like diffusion…
Transfer Learning for Enhanced Data Imputation: A Comprehensive Review of Applications, Recent Research, and Practical Resources
Missing data presents a significant obstacle in numerous analytical endeavors, compromising the integrity of datasets and the reliability of subsequent model-driven insights. Data imputation techniques aim to address this by estimating and replacing these absent…
Navigating the Complexities of Incomplete Data: A Guide to Methods for Irregularly Sampled Multivariate Time Series
Dealing with real-world data often means confronting the challenge of irregular sampling in multivariate time series. Unlike their neatly ordered counterparts, these datasets feature observations recorded at non-uniform intervals, with different variables potentially measured at…
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, pre-trained on extensive and diverse datasets, has marked a significant turning point in artificial intelligence, with profound…
The Legend of Phạm Ngũ Lão – The Basket-Weaving Hero- the Undefeatable General of the Tran dynasty
Phạm Ngũ Lão was a famous general during the Trần Dynasty in Vietnam, well-known for his victories throughout three king that he served and that he has never been defeated in any battle. But unlike…
Multiple-choice Quizzes for Common Writing Issues in Research Papers
Below are multiple-choice questions designed to help identify and understand common writing issues in research papers. Each question presents a sentence or short passage with a writing issue, and the choices highlight the specific problem.…
Places to visit in Kristiansand, Norway
Kristiansand, Norway, is a beautiful coastal city with plenty of attractions to explore! Here are some top places to visit: 1. Kristiansand Dyrepark Kristiansand Dyrepark is Norway’s largest and most famous zoo and amusement park,…
One Pillar Pagoda, Ho Chi Minh’s Mausoleum and nearby attractions
When it comes to impressive architectural landmarks, one cannot overlook One Pillar Pagoda in Ha Noi. In 2012, the Asia Book of Records officially recognized it as the “Most Unique Architectural Pagoda in Asia.” The…
Imperial Citadel of Thang Long and the stories King Ly Thái Tổ and the ending of Le dynasty
The Imperial Citadel of Thăng Long is a historic fortress in Hanoi, Vietnam, built in 1010 by Emperor Lý Thái Tổ when he moved the capital from Hoa Lư to Đại La, renaming it Thăng…
What’s Robots.txt for WordPress websites and potential issues
The robots.txt file is a simple text file that lives in your website’s root directory and tells search engine crawlers which parts of your site they can or cannot access. It’s like a set of…
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 and visualize how a Convolutional Neural Network (CNN) makes its predictions, particularly in computer vision tasks. It…
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 when a new cell runs. To make sure the directory change is persistent, try the following: Method…
Funny Norwegian Words
The Norwegian language, known as Norsk, is a fascinating part of the Germanic branch of the Indo-European language family. It is primarily spoken in Norway, where it serves as one of the two official written…
Chuẩn bị hồ sơ và Phỏng vấn học bổng Tiến sĩ
Dưới đây là hướng dẫn viết thư xin học bổng chương trình Tiến sĩ: Cấu trúc của thư xin nhập học Tiến sĩ Mẹo để viết thư hiệu quả Ví dụ: cover letter for a…
The Stories of Đoàn Nhữ Hài and King Trần Anh Tông
When King Trần Anh Tông first became king, he really liked drinking and sneaking out of the palace with his guards, pretending to be a normal person. There were times, while out exploring, some troublemakers…
Understanding Limits in Calculus: A Comprehensive Guide, Limit Rules and Examples
In calculus, the concept of a limit is fundamental. It describes the behavior of a function as its input approaches a particular value. Limits are crucial for defining continuity, derivatives, and integrals. What is a…
Understanding Continuous and Discontinuous Functions
Continuous Functions Intuitive Idea:A continuous function is one whose graph can be drawn without lifting your pen from the paper. There are no breaks, jumps, or holes in the graph. Formal Definition at a Point:A…
Derivatives Explained: Key Rules, Examples and Applications
In mathematics, particularly in calculus, the derivative is a fundamental concept that measures how a function’s output value changes with respect to a change in its input value. At its core, the derivative tells you…
Understanding Maximum, Minimum Values, slope and stationary points
“Maximum” and “minimum” are terms used to describe the highest and lowest possible values of something. Some real-life examples of maximum and minimum: Maximum and minimum are crucial in economics, shaping policies, market behavior, and…
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 the quotes altogether: or If the issue persists, you might want to check if your pip version…
Understanding Set Identities Through Party Analogies
Some common set identities explained with intuitive and fun analogies — think of sets like groups of people at a party: 1. Identity Laws 2. Domination Laws 3. Idempotent Laws 4. Complement Laws 5. Double…
Checklist for Submitting a Scientific Paper to a Computer Science Conference
Formatting and Structure Language and Clarity References and Citations Ethical Considerations Submission Process Notes
Isbjørn i Oslo? Spøkelse i skogen! Spøkelse sopp – Polar bear in Oslo? Ghost in the forest! Ghost mushroom
Do you know that before I came to Oslo, I actually searched online?if polar bears come into cities like Oslo?Ha…ha…They live in Svalbard, not here or Oslo. There’s a ghost in the shed!It’s just the…
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 a model with a particular set of features is likely to perform on unseen data. Without cross-validation,…
Farer ved å møte fremmede på nettet – Dangers of meeting strangers online
Hey, Where are you going? I’m going to the forest. KuteKatty is waiting for me for a secret game. KuteKatty? That sounds like a nickname Yes. I met her online, but we’ve never met in…